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"adversarial" Definitions
  1. (especially of political or legal systems) involving people who are in opposition and who argue against each other

961 Sentences With "adversarial"

How to use adversarial in a sentence? Find typical usage patterns (collocations)/phrases/context for "adversarial" and check conjugation/comparative form for "adversarial". Mastering all the usages of "adversarial" from sentence examples published by news publications.

The media has become as adversarial as our legal system, but without judges, who are also becoming more adversarial.
"It's a new weapon presented to adversarial politics, and it's unlikely that adversarial politics will not use it," he said.
And I think Brits are adversarial, our culture is adversarial, our politics are adversarial, the way of proving yourself as a good employee in Britain is to argue with your boss, it's actually rather different from here.
The mapping between the ImageNet classifications and the adversarial images was arbitrary and represented the number of white squares in the adversarial image.
Pick an adversarial, or a perceived adversarial network, or news organization, the fact that he's not in there with it ... Let me tell you something.
If the machine-learning "attacker" is aware that adversarial examples may be protecting a data set from analysis, he or she can use what's known as "adversarial training"—generating their own adversarial examples to include in a training data set so that the resulting machine-learning engine is far harder to fool.
You can make adversarial glasses that trick facial recognition systems into thinking you're someone else, or can apply an adversarial pattern to a picture as a layer of near-invisible static.
Engineers often employ adversarial relationships between machines to improve outcomes — think using generative adversarial networks to generate training data by having a machine generate data looking to fool another "gatekeeper" machine.
That's the "adversarial" part of "generative adversarial network": The two AIs are "adversaries," with one trying to trick the other and the second one trying to guess when it's being tricked.
Is it acting in a child's best interest to force her into adversarial immigration court proceedings, rather than the non-adversarial proceedings that have long been deemed more appropriate for children?
The date ends with an adversarial discussion about Basra's marriage.
Many researchers have warned that adversarial examples have dangerous potential.
Their "adversarial" imagery was similarly simple: switch up the colors.
That does not come naturally in Britain's adversarial, majoritarian politics.
But I think this kind of adversarial relationship is difficult.
Things became adversarial, he said, and their relationship has suffered.
Virtually every president has an adversarial relationship with the press.
The language has become more adversarial with every passing month.
She came out to her family, and relationships turned adversarial.
Those disagreements will continue to become, at times, meaningfully adversarial.
Other members of his team took a more adversarial tone.
He sees benefits in departing from the traditional adversarial model.
President Kennedy's successor, Lyndon B. Johnson, intensified this adversarial strategy.
" It described Trump's leadership as "impetuous, adversarial, petty and ineffective.
Epic eventually relented, but the community's adversarial stance hasn't reversed.
Adversarial exchanges between reporters and officials are ordinary, not heroic.
You will note it doesn't say I was too adversarial.
Within this field, the sci-fi tropes of ugly T-shirts and brain-rotting bitmaps manifest as "adversarial images" or "fooling images," but adversarial attacks can take forms, including audio and perhaps even text.
The Google Brain researchers took the concept of adversarial examples a step further with adversarial reprogramming: causing a machine vision algorithm to perform a task other than the one it was trained to perform.
Their machine learning algorithm is called AttnGAN, (Attentional Generative Adversarial Network).
The Mexican government subsequently denied the conversation was adversarial in tone.
Putin's "adversarial spirit" had "made the relationship more difficult," Obama said.
Right: A modified, "adversarial" image made to look like a dog.
I think of that as a more adversarial image of Orion.
This intentional manipulation of AI algorithms is known as adversarial attacks.
Trump continued the more adversarial stance toward China on July 29.
They recoiled at his authoritarian, impetuous, adversarial, petty, and ineffective acts.
Go deeper: Adversarial attacks are a blind spot for medical AI
I think adversarial journalism is important because it produces better outcomes.
Of these, only three turned sufficiently adversarial to draw public attention.
Mark-Paul Gosselaar, they engage in adversarial banter that (very weakly)
Today's review is an adversarial format in honor of big game.
The best-known generative modeling systems are "generative adversarial networks" (GANs).
An adversarial relationship between management and the unions did not help.
But it's not inevitable that this process has to be adversarial.
This is an adversarial maneuver to bring him in under oath.
"I think this kind of adversarial relationship is typical," he added.
A calm adversarial spirit is what can make democracy great again.
China, an adversarial power, garnered more favorable attitudes in the poll.
"When I say adversarial, that's a really strong word," she said.
Not only does every president view Congress in an adversarial way.
Conversations with kids can be adversarial at the best of times.
Medical care is one and our adversarial legal system is another.
Jeb Hensarling (R-TX), who had an adversarial relationship with Cordray.
And relations with his hosts were becoming deeply strained, even adversarial.
The relationship between the authoritative and inflexible Walterbach and Fischer became adversarial.
"It's not adversarial; it's just complicated," Mr. Samuels said in an interview.
In doing so, American conservatives implicitly rewarded adversarial action against our interests.
This feline-friendly system was called a GAN, or generative adversarial network.
Rocket Fuel 21 was perceived as perhaps a bit adversarial to agencies.
Adversarial images aren't a new problem in the field of machine learning.
In all, 15 countries have made the switch to the adversarial system.
America's new adversarial posture towards China is overdue, popular and probably irreversible.
She researches media manipulation, disinformation, and adversarial media movements that target journalists.
That leaves the door wide open for innovators on the adversarial side.
I've seen positive results because people like to feel empathetic, not adversarial.
Importing the German context of less adversarial labour relations would prove harder.
This frustrates voters, who are wearied by polar ideologies and adversarial politics.
Pix2pix is based on a promising technique called generative adversarial networks (GANs).
And many aren't willing yet to warm up to their adversarial colleague.
When the role is executed properly, it is neither adversarial nor combative.
At the end of the day, you don't hook up adversarial computers.
Judaism and Islam, being Abrahamic religions, share Christianity's adversarial attitude toward possession.
And it seems their relationship wasn't always as adversarial as Teddy believed.
Most developed countries have less adversarial labor relations than the United States.
Both men do share a temperament with Trump — combative, adversarial, sometimes bullying.
Think of it as a dance or courting process, not as adversarial.
From then on, his relationship with the White House became increasingly adversarial.
Training one algorithm to fool another is known as adversarial machine learning.
As a result, our relationship with the police tends to be adversarial.
As a result, our relationship with the police tends to be adversarial.
They relied on a type of artificial intelligence called generative adversarial networks.
They relied on a type of artificial intelligence called generative adversarial networks.
The relationship may feel adversarial, but their job is to help you.
"It was not adversarial," Mr. Cuomo told reporters in the lobby afterward.
Waters is also not, by definition, adversarial to the financial services industry.
As they grow more sophisticated, scientists like Omohundro predict more adversarial behavior.
GANs traditionally involve a generator and a discriminator interacting via an adversarial relationship.
"What was once peaceful and uncontested is now crowded and adversarial," said Pence.
These bands don't sound alike but there's this adversarial struggle that they embody.
That included a mechanism for adversarial trust and mechanisms to guarantee the trust.
In recent weeks, Cohen has taken a newly adversarial approach to the president.
In the past, adversarial examples have been used to fool facial recognition systems.
Adversarial attacks like these aren't, at present, a big danger to the public.
The paper, "Learning to protect communications with adversarial neural cryptography," is available here.
RILEY: And that&aposs this adversarial relationship that I think all administrations have.
A more adversarial approach is being embraced by many parts of the audience.
Often the admission of a dysfunctional past is used to disarm adversarial criticism.
The researchers curated 7,500 natural adversarial examples into a database called IMAGENET-A.
Modern machine learning often uses a technique called a generative adversarial network (GAN).
Combining generative adversarial techniques with other recent advances lets you do even more.
However, the constitutional questions raised by Arpaio's pardon deserve a full adversarial hearing.
Bolton's pushback on the Times's report continues the administration's adversarial relationship with media.
They don't view him as an adversarial outsider coming in with an agenda.
Right now, the adversarial effect of this technique doesn't work over the air.
The program uses a popular machine learning architecture called Generative Adversarial Networks (GANs).
We are not dealing with a friendly ally, but, increasingly, an adversarial enemy.
On one level, news outlets have benefited from the adversarial relationship with Trump.
Obvious uses a type of AI called a generative adversarial network, or GAN.
Avenatti has also taken an adversarial approach to Daniels' former lawyer, Keith Davidson.
A generative adversarial network (GAN) machine learning system generates the feet on demand.
In a justice system designed to be adversarial, the prosecutor has few adversaries.
And it represents the adversarial relationship this force has to the Black community.
But he added that not every late-night program had to be adversarial.
Why would a third party send these two pages to an adversarial reporter?
Or will he revert back to his normal adversarial approach -- today's events notwithstanding?
His relationship with the president grew to be so adversarial that former Sen.
Today we are called to face an increasing form of adversarial incentives – destruction.
Are workers best served when unions take an adversarial stance toward such companies?
Another scenario looks at an adversarial attack that targets the health care system.
They particularly dislike Prime Minister's Questions, where the Commons is most shouty and adversarial.
And, also, sometimes requires more attention in order to modernize this antiquated adversarial situation.
You can have an adversarial relationship, you can disagree with people in the press.
Moreover, this approach implicitly encourages an adversarial framing, which can be unhealthy and counterproductive.
" In that same letter, Hasan also said that "The union framework is inherently adversarial.
Or in the case of adversarial examples, preemptively setting out to fool the system.
In Mr Trump's view of the world, trade deals are adversarial and zero-sum.
This back-and-forth is where GANs get the "adversarial" part of their name.
Parents see a judge fortnightly for six months for "therapeutic" rather than adversarial hearings.
We need to stop interpreting progress through an adversarial lens and simply celebrate it.
Japanese tech company DataGrid made the AI using a Generative Adversarial Network (or GAN).
Even Russia, an increasingly adversarial partner, continues to collaborate with the US in orbit.
But Huawei's public stance has become more adversarial over the past couple of weeks.
That adversarial voice was sometimes criticized by the military establishment as a hippie mindset.
It's admittedly worrying that adversarial examples are so effective at tricking current AI models.
These fears are not unfounded, given Microsoft's historically adversarial position on open source software.
Mr. Flood is expected to take a more adversarial approach with Robert Mueller's inquiry.
We can turn this vulnerability, adversarial examples, into a weapon to defend our privacy.
Part of how American boys learn to define masculinity is as adversarial toward femininity.
It's great for restaurants and it does not need to be an adversarial relationship.
Why expend great effort to revive institutions that were overly adversarial and often corrupt?
Soon, the sense of community turned adversarial, as the players engaged in rhythmic competition.
We've never had a foreign adversarial power be already involved in our electoral process.
That relationship has become difficult at best over the years, and sometimes outright adversarial.
The EPA's adversarial relationship with the press is nothing new and predates the Trump administration.
A promising approach to the problem lies in what are known as adversarial neural networks.
Developing AI malware and adversarial attacks is still very difficult, and they don't work consistently.
The adversarial but warm relationship between Fitzroy and Darwin is extensively recorded in their correspondence.
As press secretary, Sanders had an often-adversarial relationship with reporters covering the White House.
Still, we know this is a highly adversarial issue and takes a multi-pronged approach.
"Such vulnerability seriously undermines the applicability of the API in adversarial environments," write the researchers.
Iger said he would at times express views "likely to be adversarial" to the president.
CN: I love the phrase generative adversarial network, which is the perfect description of Twitter.
Goodfellow is the father of an AI approach known as general adversarial networks, or GANs.
Goodfellow is the father of an AI approach known as generative adversarial networks, or GANs.
Pruitt is well-known for his adversarial relationship with the agency he may soon lead.
Right now, the relationship between tech and regulators is reading somewhere between strained and adversarial.
In an adversarial system, we cannot expect justice when one side has both hands tied.
Their job is to advance arguments that exonerate their client in our adversarial judicial system.
But critics say Obama's policies aren't any more adversarial to the region than his predecessors.
Diplomacy won't transform the adversarial relationship with Mr. Putin's Russia, but it can manage it.
To some extent, there's always been an adversarial role between the White House and reporters.
"One is the tone of the conversation was very aggressive, was very adversarial," he said.
Our best advice is to be very, very careful about anything adversarial that you post.
This approach is also adversarial -- ostensibly taking from the rich and giving to the poor.
That is, we would like to see more adversarial competition among different interests and actors.
The website uses an implementation of machine learning known as Generative Adversarial Networks, or GANs.
One particular set-up, known as a generative adversarial network (GAN), works by setting a piece of software (the generative network) to make repeated attempts to create imagesthat look real, while a separate piece of software (the adversarial network) is set up in opposition.
As far as we know, adversarial images have never been used to cause real-world harm.
Said debut, entitled With Cunning Fire and Adversarial Resolve, is apocalyptic in both intent and execution.
People with no body acne anywhere, people who had a non-adversarial relationship with their sexuality.
I want them to take away the fact that a free, independent, adversarial press is important.
The researchers used what's known as a generative adversarial network, or GAN, to make the pictures.
The relationship between loan servicers and borrowers feels inherently adversarial, but Rabinovich discourages thinking that way.
Their works deploys a type of neural network known as a generative adversarial network, or GAN.
Apple SimGAN variation is trying to minimize both local adversarial loss and a self regulation term.
Nividia calls this new program GauGAN and it works thanks to generative adversarial networks, or GANs.
Duterte, who took office in June, reversed his predecessor's adversarial stance and reached out to China.
Is it, to you, the abstract idea that journalism is about being adversarial and challenging authority?
The system works by using a machine learning method called a generative adversarial network, or GAN.
WILLIAMS: So, Dana, is it a matter of an adversarial press angering all of our politicians?
At Google Goodfellow did work around GANs and security, including an area known as adversarial attacks.
We need to stop interpreting progress through an adversarial lens Are any of these developments bad?
"Folks typically see negotiation as an adversarial process," Neale says in a video posted on LeanIn.org.
We created this month's cover image by using a deep convolutional generative adversarial network, or DCGAN.
The AI method is called 'generative adversarial network' or GAN, and involves a two-part algorithm.
Neither adversarial power, therefore, is inclined to pull American chestnuts out of the North Korean fire.
"As a community to really move to something closer to adversarial privacy," de Montjoye tells TechCrunch.
President Donald Trump has had an adversarial relationship with CNN, which is owned by Time Warner.
Avenatti characterizes it that they should be adversarial and mean, but that isn't always the case.
For starters, climate researchers, like all scientists, already face an adversarial process known as peer review.
And you know, it's hard to be in power as an adversarial media organization, I think.
Once they'd built their machine-learning engine, the researchers tried to break it with adversarial examples.
"The most prominent use of generative adversarial networks — GANS — has been to create deepfakes," said Reddy.
A frank and adversarial titan of local news, Mr. Smith has on occasion himself become news.
And it is more effective in preventing recruitment and de-radicalizing extremists than an adversarial approach.
But is such a core assumption actually valid, for either one or both adversarial national leaders?
"It's knowing what's negotiable, not to be adversarial, just to get what you're worth," Ettinger said.
What if now he wants to go to tour through Russia or some other adversarial area.
Introducing traps and tricks at every turn can make your puzzle come off as too adversarial.
The study authors point out that adversarial attacks could also be carried out with noble intentions.
And then I would say talk to W.AG.E. It's not adversarial, they want this to happen.
Just like government needs the competitive rivalry of separation of powers and an adversarial process of justice to keep it honest and working for Americans' interests, the market needs competition and the backstop of the adversarial antitrust process to keep it honest and working for consumers' interests.
In popular media, the relationship between AI and humans is often pitched as adversarial rather than collaborative.
Rather, it's a disagreement over how adversarial regimes like Iran are likely to respond to those tools.
"Splinter did the kind of fearless and adversarial journalism that represents the very best of our sites."
The timing this year, on the heels of a uniquely adversarial presidential contest, has some hosts nervous.
Instead, it uses what's known as a generative adversarial network (GAN) to generate new features from scratch.
He's also "basically adopt[ed] the tone and approach of an adversarial NY journo," Chris Hayes noted.
Most importantly, the adversarial patch developed by the students can only fool one specific algorithm named YOLOv2.
Who knows: the hallucinogenic swirls of adversarial examples could end up being the next big fashion trend.
Or, perhaps, a startup that will soon pitch us with a universal adversarial AI for multiplayer games?
Scottish craft brewer BrewDog has maintained a playfully adversarial relationship with President Trump since he assumed office.
At a high level, GANs work by taking advantage of the adversarial relationship between competing neural networks.
The algorithm uses generative adversarial networks (GANs), and is trained on thousands of images of naked women.
One application where I have been just totally blown away is the generative adversarial networks, or GANS.
" He also called Russia an adversary "in some situations," specifically citing election interference as an "adversarial act.
The paper, which you can read ahead of time here, uses what are called General Adversarial Networks.
In dealing with hostile or adversarial regimes, she has tended to prefer conciliation and compromise over confrontation.
Uber engineer Philip Wang, on top of a generative adversarial network (GAN) developed by Nvidia's AI team.
"If Trump doesn't play ball, then we'll be back to the old-style adversarial relations," Nixie said.
As image recognition technology is used in more places, adversarial examples may present a troubling security risk.
Cardozo's own background reflects that adversarial relationship, and he certainly hasn't minced words about his new employer.
" Sanders defended her husband's words and put some blame on the media for characterizing politics as "adversarial.
Unsurprisingly, 90 to 95 percent of them plead guilty and give the state's case little adversarial testing.
My whole digital environment seemed to be transmogrifying into some weird new kind of adversarial persuasion machine.
Pushed by her Brexit-supporting adviser Nick Timothy, she set Britain up for adversarial negotiations with Brussels.
He said cyber crime is substantially initiated overseas, where adversarial governments launch attacks against governments and businesses.
Since the nation's founding, the veterans benefits process has been characterized as non-adversarial and pro-claimant.
In July, the White House said it would shelve plans for an "adversarial" review of climate science.
While CarsonWatch may seem like a simple adversarial watchdog, Mayer has a deeper vision for the site.
Before Trump became the Republican nominee for president, Fox News had a somewhat adversarial relationship with Trump.
In some ways, Republicans are taking another page from Mr. Trump's playbook by reframing an adversarial issue.
" She notes, "These kinds of one-sided legal arguments are fundamentally at odds with our adversarial system.
The courtroom no longer felt adversarial, and I didn't feel like just another number on a docket.
Even more worrisome are recent demonstrations of the vulnerability of A.I. systems to so-called adversarial examples.
An adversarial attack exploits a fundamental aspect of the way many A.I. systems are designed and built.
But they went further, attempting to short-circuit an adversary circumvention of those protections with adversarial training.
Outside the U.S. by deploying adversarial tactics, governments are playing right into the hand of the terrorists.
Since this was an adversarial proceeding, they had no obligation to say what the appointment was for.
With adversarial neighbors, "clearly, the military will have a bigger say in the security policy," he said.
Now an artist collective is using a generative adversarial network to create and send feet, sweetie. Thisfootdoesnotexist.
If we have an adversarial relationship with our grief, we won&apost have a healthy mourning process.
It was designed to provide an independent review of the veteran's case in informal, non-adversarial proceedings.
But C.I.A. officers in Moscow, who have an adversarial relationship with Russia, declined to meet with him.
Oakley, 53, has long been estranged from the Knicks and has had an adversarial relationship with Dolan.
Navarro has a flair for showmanship and adversarial bravado, and he revels in defying the status quo.
"We don't know what happens when humans enter into an adversarial relationship with the algorithm," he said.
The question on the minds of both politicos and crisis managers about this adversarial strategy: Will it work?
Some experts are less optimistic the Trump administration's adversarial approach toward China will work out in Washington's favor.
Mr. Muilenburg will appear today before the House transportation committee, which is expected to be even more adversarial.
The adversarial software, knowing what the real world looked like, provides meaning and boundaries for its generative kin.
A generative adversarial network is then trained on this segmented data to generate new versions of these objects.
Researching ways of generating and guarding against these sorts of adversarial attacks is an active field of research.
But besides undervaluing Campos's work, an adversarial approach would shortchange what Greene himself does with this subject matter.
The adversarial system is also expensive, since the state pays for barristers for the council and the parents.
The site, which makes art using an AI method known as a generative adversarial network, had gone viral.
This fellowship description is asking someone to find out whether living creatures are vulnerable to similar adversarial attacks.
Photo: Natural Adversarial ExamplesWhen it comes to image recognition tech, it's still remarkably easy to fool the machines.
Deepfakes are made using a type of machine learning architecture known as a Generative Adversarial Network, or GAN.
But once I was about to enter the administration, for whatever reason, it was a little more adversarial.
The complex process of moving legislation through regular order can be messy, controversial (or adversarial) and take time.
This all suggests a lack of understanding for the role of a watchdog, or even adversarial, press. Sens.
But today's grattacheccari, makers of the treat, are divided into two adversarial groups: the purists and the hygienicals.
" - Kate Rose, digital security professional and maker of Adversarial Fashions "Because we don't concentrate on the easy stuff.
Nonetheless, Mr Peña will need to keep expectations in check now that the adversarial approach is in place.
If defendants had well-funded, effective representation, our adversarial system would do what it is intended to do.
They then used those images to train a type of neural network known as Generative Adversarial Networks (GANs).
Kim, however, doesn't have a congress or an adversarial press to answer to, or elections to worry about.
Why it matters: Trump has cultivated an extraordinarily adversarial relationship with comedians and the late-night TV circuit.
As we learned over the past year, Twitter's openness was exploited by adversarial governments trying to influence elections.
It might also be an attempt to appeal to voters who are also enticed by Sanders' adversarial stance.
The market has been waiting for better technology that can keep pace with the fast-evolving adversarial threat.
Mr. Kasowitz pushed for an adversarial approach to the special counsel, which the president was poised to follow.
In Japan, whose adversarial relations with China are growing slightly warmer, the government has so far not commented.
The hearing was remarkable, in part, because it showcased a newly aggressive and adversarial Council flexing its muscle.
"There's one theory that the most effective leaders are adversarial, and tough almost to a fault," he said.
And relations with his hosts were becoming deeply strained, even adversarial, as diplomats grew tired of his behavior.
And it pushes prosecutors, even within an adversarial model, to realize they have an obligation to do justice.
However, the United States needs to act very prudently in dealing with an isolated and uniquely adversarial state.
"It has been quite an adversarial relationship and a struggle to even keep my dosage maintained," she said.
Those misclassifications, known as adversarial examples, have long been seen as a nagging weakness in machine-learning models.
There is no reason for Japan to try to import the adversarial and costly American system of justice.
That's especially the case when the U.S. has an adversarial relationship with the government holding the U.S. citizen.
Avenatti's adversarial approach to Trump led many to speculate about his chances of running for president in 2020.
STEPHEN SCHWARZMAN: Well, it's not just about people like me; it's an adversarial society, and it's very broad.
"It might be a very strenuous adversarial matter, and this isn't the place to decide it," he said.
Scahill brings his investigative and adversarial approach to his weekly podcast "Intercepted," which he started in January 2017.
The reality is that our relationship with Russia will remain competitive, and often adversarial, for the foreseeable future.
"The Justice Department's motion to disqualify Jim Cole makes a mockery of the adversarial process," the statement said.
In a crisis situation, few would trust any adversarial nuclear powers to keep their "No First Use" pledge.
Even with strong defenses against adversarial attacks, it's scary to think what could be coming round the bend.
If we think a co-worker is argumentative, we tend to interpret everything that person says as adversarial.
"What was once peaceful and uncontested is now crowded and adversarial," Pence said on Thursday at the Pentagon.
But Li warns that being tough and adversarial in pursuing this agenda comes with its own set of risks.
The Generative Adversarial Networks technology behind the portrait has been used by several artists over the last three years.
We are now locked into such an adversarial situation when it comes to the allies of America, you know.
It's not like we can have this adversarial relationship with them permanently, because we're already so intertwined with them.
Britain's is unwritten, a messy swirl of evolving conventions and compromises, partisan and adversarial in a very different way.
The jittery air in The Hague was hardly surprising: Brexit brings a newly adversarial dimension to British-European relations.
The researchers claim their work is the first one to examine the risk adversarial learning poses to facial recognition.
"There is little doubt the applicant was placed in a hostile and adversarial environment," Burge said in his ruling.
Arguments espoused in blog posts or podcasts aren't tested by the adversarial process of traditional briefing, the paper said.
Apple is proposing to use Generative Adversarial Networks or GANs to improve the quality of these synthetic training images.
"We would not tolerate that from any other country, particularly one with whom we have adversarial positions," she said.
Doctors and hospitals already game the insurance billing system — these could be considered proto-adversarial attacks, Finlayson tells Axios.
Protecting against adversarial attacks is one of the ways experts should shore up algorithms before using them on patients.
They came to a hacker conference where people are wearing ACAB shirts and we're talking about circumventing adversarial governments.
Ironically, this back and forth mimics the technology at the heart of deepfakes: the generative adversarial network, or GAN.
"Are the principles of adversarial attacks on BNNs different from those on [artificial neural networks]?" the fellowship description states.
In particular, researchers have found that image detection algorithms remain susceptible to a class of problems called adversarial examples.
That would require more direct control over the active money supply and more adversarial relationships with banks and brokers.
But if the President is dedicated to a more adversarial posture, it is unlikely to faze their relentless boss.
All of it is necessary — and overdue — in an adversarial world that doesn't care if America loses industrial security.
We would never let one nation — much less a sometimes adversarial rival — dominate our supply of a critical resource.
We call the interaction between government officials and politicians and the press corps an "adversarial relationship" because it is.
Behind them, a whiteboard was filled with matrix algebra; a paper about unsupervised adversarial networks lay on a table.
But it already seems likely that May will be moving toward a uniquely adversarial relationship with her continental partners.
When your funding comes from studios, you can't then advocate for a necessarily adversarial relationship with those same studios.
Why it matters: This kind of adversarial testing is more common in cybersecurity work than in consumer online services.
The algorithm, a Generative Adversarial Network (GAN), was published in January by researchers at Microsoft's Deep Learning Technology Center.
Researchers developed a technique to turn home WiFi devices like Amazon Echo and Google Nest into "adversarial motion sensors."
And many workers shy away from unionization, because they prefer a collaborative to an adversarial relationship to their employer.
Mr. Putin's broadly adversarial calculus cannot be reversed, but it can be altered in meaningful ways with coordinated pressure.
"Blue Lives Matter" started as a counter-slogan that frames the Black Lives Matter movement as adversarial in nature.
Thiel had long hated Gawker for its adversarial reporting on him and Silicon Valley, and had finally struck back.
Researchers have also warned that adversarial attacks could fool self-driving cars into seeing things that are not there.
Tenacious attacking; whatever-it-takes defending; and criticism of all of it from the comically adversarial Mexican news media.
Gong and his fellow Duke researcher Jinyuan Jia wondered if adversarial examples could have prevented that breach of privacy.
The researchers guessed that they could add adversarial example "noise" to that encrypted web traffic to foil web fingerprinting.
Teachers grade these "parent deliverables," reviewing the data with parents — "exchanges that can become adversarial, even confrontational," Pondiscio writes.
The issues are, of course, part of a much broader adversarial relationship the Trump administration has had with journalists.
Whether their questions were adversarial, boot-licking, or just plain weird, people wasted the President's time because they could.
Wray says Russia acted in an adversarial matter toward the United States when it tried to influence the election.
These radically different maps could produce dramatically divergent results — and make Congress even more toxic and adversarial in 2019.
One type of adversarial image — referred to by researchers as a "perturbation" — is all but invisible to the human eye.
All right, the technology I'm most excited about is of this concept I mentioned earlier called a generative adversarial network.
They use variational autoencoders (VAEs) and generative adversarial networks (GANs) to build a framework for the algorithm to learn on.
Our AttnGAN incorporates the Attention mechanism with Generative Adversarial Networks (GANs), which significantly boosts the text-to-image generation performance.
And Trump's actions have created an at-best uncomfortable and at-worst adversarial relationship between tech bigwigs and his administration.
As Evan Ackerman reports at IEEE Spectrum, so-called "adversarial" images can be used to trick both humans and computers.
"Without verifying that a biometric comes from a real person, a lot of these adversarial attacks become possible," Bontrager said.
Cybersecurity experts use the term "adversarial example" to refer to the potential dangers of tricking AI into erroneously recognizing something.
Mr Trump could back-pedal on protectionism, ignore or somehow improve Obamacare and maintain America's watchfully adversarial footing with Russia.
A background document supplied by the Justice Department claimed the collaborative reform efforts created an adversarial relationship with local officials.
"The players recognize that often, I'm in an adversarial position from them, just by virtue of my job," Silver said.
One could imagine adversarial nations thinking of ways to ensure Trump only has access to CNN when he visits them.
Although this attack was not tested against other machine vision software, to date there's no single fix for adversarial images.
Like many characters in The 100, they started out in an adversarial relationship, and eventually found mutual trust and love.
Adversarial setups are a powerful force in AI research right now, often being used to create photorealistic imagery from scratch.
Adversarial journalism is critical for making democracy healthier and checking people who wield great power in ways that are constructive.
You do not expect them to be in canonical poses and so they will be fooled by the adversarial poses.
The "adversarial" component involves pitting two machine-learning programs against one another, with one program "challenging" the other's face creations.
An adversarial attack on an ANN involves adding a subtle but disruptive deviation that throws off the machine learning model.
This type of cyberattack has become a favorite among adversarial hackers who use it to overwhelm websites with web traffic.
The adversarial nature of the press — which Trump doesn't like and takes personally — is the cornerstone of a free press.
Current AI systems are vulnerable to adversarial examples — inputs designed to confuse them — and more advanced systems might be, too.
Now, an activist who has developed an adversarial relationship with the group has published over 11,463 Wikileaks Twitter direct messages.
For example, adversarial examples can be constructed synthetically by slightly modifying real training examples with the goal of inducing errors.
The technology used to make them is called a Generative Adversarial Network (GAN), which pits two algorithms against each other.
The adversarial relationship began during Johnson's presidency, when LBJ pledged "maximum candor" but turned Vietnam into a bright, shining lie.
We invested in HourOne, which is a synthetic video company using generative adversarial networks to generate video without the camera.
The key underlying technique for the company is what are known as GANs, or generative adversarial networks with reinforcement learning.
If you're going to be adversarial and throw your weight around, you better make sure you're not massively vulnerable yourself.
Ian Goodfellow is well-known as the inventor of generative adversarial networks (GANs),  now a widely used class of algorithms.
My own encounters with Barbara Bush began when her relationship to the Reagan team, whom I served, was still adversarial.
As politics becomes more adversarial and dominated by television performances, the status of facts in public debate rises too high.
And access to our research and scientific facilities has to be denied to the Chinese, Russians, and other adversarial countries.
Already, Japan and South Korea have become more adversarial on the trade front as well, adding to global trade tensions.
They did so, in many cases, by taking an adversarial approach and changing the law to ensure ridesharing could continue.
It's a fascinating look at the adversarial way speedrunners approach game worlds: as realities to be twisted, broken, and conquered.
One example suffices to explain why the Greens' conception of "adversarial" is directly at odds with an authentically scholarly museum.
How it works: The pieces were made using generative adversarial networks, or GANs, a state-of-the-art AI technique.
They settled on making a series of portraits of a fictional aristocratic family using a generative adversarial network, or GAN.
Tulsi Gabbard emerged from the crowd of candidates Wednesday night with a performance that ranged from adversarial to deeply personal.
Her work focuses on media manipulation tactics and techniques, effects of disinformation campaigns and adversarial media movements that target journalists.
But these successes have come despite — not because of — the president's leadership style, which is impetuous, adversarial, petty and ineffective.
That returned to an adversarial spirit that I think existed during the Cold War, has made the relationship more difficult.
But the most enduring cost is likely to be the effect of an adversarial hearing on the filing of claims.
And it's not hard to imagine other adversarial governments designating American individuals or military units as "terrorists" for political reasons.
And the adversarial process necessarily requires hearing from both sides at each stage, often in written briefs and oral arguments.
To do so, as the majority does, on our own invitation and without adversarial presentation is both unfair and unwise.
The adversarial states in question are what U.S. intelligence agencies call the "big four": Russia, China, North Korea, and Iran.
But really striking is the absence of sustained, adversarial media outrage over Rubio's comments since Thursday, including during the debate.
The criminal justice system is an adversarial system, and it seems to have trained her in the art of confrontation.
This, in a way, is a leap beyond what even deepfakes and other algorithms using generative adversarial networks can accomplish.
The aim of adversarial machine learning is to trick the computers by feeding them inputs that'll mess up their determinations.
To do so, they generated a complex mix of adversarial example tweaks to a Tor web session—a collection of changes to the traffic designed not merely to trick the fingerprinting engine into falsely detecting one site's traffic as another's, but instead blending adversarial example changes from a broad collection of decoy sites' traffic.
Refreshingly, he ends up arguing that we should see the relationship between AI and humans not as adversarial, but as collaborative.
And the head of the EPA, Scott Pruitt, took an adversarial stance against the agency when he was Oklahoma's attorney general.
There are team-building exercises, often including the guards, turning what is an adversarial relationship into a supportive one, officials said.
Bratingham's team is studying "Spatio-Temporal Game Theory & Real-Time Machine Learning for Adversarial Groups," with a focus on countering extremism.
Rather than showcasing the civility he keeps talking about with Republicans, he has taken a much more adversarial stance with liberals.
The cuts resemble the adversarial stance Scott Pruitt, now the head of the EPA, took while he was Oklahoma's attorney general.
"I also want to point out that this isn't adversarial, whether you're negotiating fees or you're negotiating a salary," says Sethi.
Terrorists are plotting their next attack, adversarial nation states are strategizing their next move, and cybercriminals are targeting their next hack.
The intent is that the generative neural network will produce a superior result by bouncing its ideas off its adversarial counterpart.
Initially friendly and collaborative, relations between the two industries have turned increasingly adversarial as each develops its own self-driving cars.
Wray also believes Russia acted in an adversarial manner toward the United States when it tried to influence the 2016 election.
But if you think about Silicon Valley, there's so much money and so much power there, and almost no adversarial journalism.
Mr Sirisena's government is a coalition of two normally adversarial parties, one of which was formerly in thrall to Mr Rajapaksa.
You can read more about these alterations directly from Apple's work, entitled Learning from Simulated and Unsupervised Images through Adversarial Training.
Although adversarial images can be disconcertingly effective, they're not some super magic hack that works on every AI system every time.
Adversarial images, or pictures engineered to fool machine vision software, can be used to undermine or even crash self-driving cars.
Netanyahu, who has a sometimes adversarial relationship with Israeli media, is under police investigation for alleged corruption in two criminal cases.
Finlayson sees a future where basic adversarial attacks are used to fool the AI systems into continuing to accept fraudulent claims.
Is pointing out something to be adversarial more important than doing something that could affect the lives of millions of people?
The research is based on an AI method that's particularly good at generating visual data: a generative adversarial network, or GAN.
With their parties and supporters behind them, they can freeze out adversarial reporters and dismiss accusations of dishonesty as media bias.
This time, refuting his tweeted claim that Congress is to blame for the adversarial relationship between the United States and Russia.
Joseph Dunford, chairman of the U.S. Joint Chiefs of Staff, added that the United States had an adversarial relationship with Russia.
"Do you have that also, by the way, Mr. President," Trump said turning to Duda, referring to an adversarial press corps.
The system uses something called generative adversarial networks (GANs) to move one style of image onto another without much matching data.
The warrior model is based on principles of compliance and control, which puts police in an adversarial relationship with the public.
The researchers then mapped these adversarial images to image classifications from ImageNet, a massive database used to train machine learning algorithms.
Compatibility is tricky because even when you have planets in the house of marriage, an adversarial relationship can still be born.
This was done by training a Generative Adversarial Network (GAN) to recognize open eyes based on a set of reference photos.
Our national debt, adversarial state actors, ISIS and other non-state actors all demand time and a share of scarce resources.
Another wrote about his deliberate effort to reframe his approach to negotiation as a collaborative challenge rather than an adversarial battle.
One is whether it will be possible for adversarial or rogue nations to create cryptocurrencies that compete with those presently available.
The result is that both sides are smeared, their views distorted and demonized, and their supporters more entrenched and more adversarial.
What is not an illusion is the American tradition of focusing on individual applicants, not adversarial regimes, for decisions on immigration.
The low standards and one-sided nature of warrant requests are only the first step in a longer, public, adversarial process.
Singer's educational background—in psychology and law—has served him well in his unique, and immensely profitable, brand of adversarial investing.
The concept of an adversarial object attack in the real world was only ever considered theoretical by researchers in the field.
Until now, adversarial images fell apart when they were printed out and reproduced, because the textures and pixel colorings shifted slightly.
Trump, who has privately and publicly tried to undermine Mueller and his investigation, has shifted his strategy from cooperative to adversarial.
Their paper led to an explosion of research in a new field: the subversion of image recognition systems through adversarial attacks.
Migrants from Honduras, Guatemala and El Salvador who apply for asylum face a brutally adversarial process that is stacked against them.
SEAN SPICER - Trump's first White House press secretary sometimes struggled to explain his boss's positions to an often-adversarial press corps.
He kicked things off by skewering the mainstream media for adopting what he described as an adversarial stance against his campaign.
She said it could be "problematic" for Mr. Spiro to meet with women whose interests were "clearly adversarial" to Mr. Weinstein.
Mr. Flood is expected to take a more adversarial role than Mr. Cobb had in dealing with the special counsel investigation.
Sooner or later, Dolan-Gavitt says, they may solve it and remove adversarial examples as a privacy feature in the process.
"Splinter did the kind of fearless and adversarial journalism that represents the very best of our sites," the union's statement said.
Generative adversarial networks — the same AI technology that drives most deepfakes — have helped vault synthetic data to new heights of realism.
Export tariffs and price controls have begun to be lifted, and the adversarial approach to private sector investors has been reversed.
Whether your divorce is amicable or adversarial, a lawyer can help you sort through the separation of your lives and finances.
At the meetings, he faced crowds that were adversarial but generally civil, and he fielded questions on a range of issues.
The paper, "Few-Shot Adversarial Learning of Realistic Neural Talking Head Models," was published on the preprint server arXiv on Monday.
From sunglasses to hoodies, adversarial fashions are becoming increasingly popular as facial recognition use spreads — despite calls to ban the technology.
" "If you want to preserve democracy as we know it, you have to have a free and many times adversarial press.
But at the same time I also think I became way more adversarial as a journalist once I was running Pando.
But Ian Goodfellow, a research scientist at Google Brain who co-authored "Explaining and Harnessing Adversarial Examples," says they're not being ignored.
But President Nixon – like other presidents throughout our history – concluded that America must deal with nations with which we have adversarial relationships.
The method, based on generative adversarial networks (GANs), processes instance information, such as the ability to identify objects and boundaries in images.
While Trump has argued that better relations with Russia would be positive for the United States, most Americans see Russia as adversarial.
In these meetings, take care to avoid seeming adversarial, and show that you are there to support her and help solve problems.
Furthermore, the researchers wanted to know if an adversarial image that tricks an entire fleet of image classifiers could also trick humans.
Over the past year, the US government has taken aim at what it deems "adversarial" Chinese telecom providers like Huawei and ZTE.
If The Donald becomes president, his relations with the UK could be openly adversarial on a scale not seen in recent history.
" The big picture: "[S]uccesses have come despite — not because of — the president's leadership style, which is impetuous, adversarial, petty and ineffective.
Apple's system would bake that protection into the protocol itself, taking an openly adversarial stance toward any data shared with outside apps.
Using generative adversarial networks, users of the software are with just a few clicks able to sketch images that are nearly photorealistic.
The lawsuit puts U.S. Soccer and its players in an uncomfortable adversarial position in what was expected to be a celebratory year.
Europe has taken a more adversarial stance toward tech companies than the U.S., including implementing the General Data Protection Regulation in 2018.
Or is it about achieving better outcomes and achieving a better world, and adversarial journalism is the best means to that end?
The system is an adversarial one: the governing party faces the opposition across a yawning divide and politicians bellow at each other.
It unfolds against the backdrop of a relationship with the West more tense and adversarial than at any time in 256 years.
The research uses the same AI technique behind deepfakes, which is a machine-learning method known as GANs, or generative adversarial networks.
Adversarial training pits two AI systems against each other in an attempt to get them to teach themselves about the real world.
In fact, the entire adversarial nature of most criminal cases may not offer all survivors the best chance at justice and restitution.
It could have been a simple error, the result of hours of questioning that was largely adversarial from senators in both parties.
"There are many applications where this vulnerability will be a bigger problem," he said, and this merely applies to one adversarial example.
Price was appointed by Republican President Donald Trump, who has often taken an adversarial position in his dealings with the news media.
White House national security adviser John Bolton — who has long held an adversarial stance toward Iran — later weighed in on the tweet.
The key historical moment in the newly adversarial relationship was Watergate, when the press believed that the president deliberately lied to them.
By Mr. Stiglitz's reckoning, the common currency has made economic inequality worse while dividing Europe into two adversarial camps — debtor and creditor.
The action was sure to stir controversy because of President Donald Trump's adversarial relationship with CNN, which is owned by Time Warner.
Furthermore, the red team-blue team approach suggests an adversarial structure that exists in military and business contexts, but not in science.
"If faked content uses adversarial AI, it may probably fool at least the Angora method with enough work," a Gfycat spokesperson said.
During the Obama years, Fox's attacks on the President could be seen as reflecting the adversarial role traditionally played by the press.
It was illuminating to fans, but also something of a badge of honor for the famous, especially when the conversations were adversarial.
But to use law enforcement over less adversarial approaches, like casework, puts some of the city's most vulnerable wards into volatile situations.
The voting process should be overseen by nonpartisan officials or monitored through an adversarial process (with input from representatives of all parties).
Many journalists had initially expressed optimism that new leadership would soothe what had become an adversarial relationship between some employees and managers.
He would no longer allow children to go to more child-sensitive asylum officers — they would instead face adversarial immigration court hearings.
Ms. Salpeter echoed the other Miami leaders in saying that the broad-based activity, rather than creating an adversarial environment, was welcome.
Thatcher's removal was ruthless — she never lost a general election — but then Britain's Parliament has for centuries been a highly adversarial place.
"I wouldn't call it adversarial, but I would say there's a concerned attitude about some of the tribe's behavior," Mr. Laforet said.
A largely cordial primary race has turned more adversarial in recent days with less than three weeks to go until the Feb.
Beijing (CNN)A visit by Taiwan's President has left a popular bakery caught between two increasingly adversarial governments in Beijing and Taipei.
It is the reason why the elite classes in adversarial authoritarian states buy sports cars, planes, yachts and property in the West.
The Trump campaign has often tried to cast Trump's adversarial relationships with world allies as a positive, and today is no different.
"If you want to preserve democracy as we know it, you have to have a free and many times adversarial press," Sen.
Classmates she'd previously called friends took Labrie's side, isolating and bullying her until she left the school — which itself took an adversarial position.
"House Democrats' posture toward the White House will become much more adversarial overnight," said Jens David Ohlin, vice dean of Cornell Law School.
"If you want to preserve democracy as we know it, you have to have a free and, many times, adversarial press," McCain said.
To build its own version, a generative adversarial network, or GAN, was trained on more than 1,000 existing images to create new ones.
"If you want to preserve democracy as we know it, you have to have a free and many times adversarial press," McCain said.
The algorithm was developed by Amazon Lab 126, the company's research and development hub and uses a tool called generative adversarial network (GAN).
For Apple, the move to sell on Amazon and its aftermath highlight the company's long-standing adversarial relationship with repair providers and resellers.
I'm on a mission to dismantle the adversarial approach to depression in loved ones that society has accepted as right for so long.
"What we are dealing [with] is an adversarial part of the law," Page, who is representing himself legally, told Fox News on Thursday.
An admirable commitment to the principle of free speech in peace time turns into a sucker position against adversarial psy-ops in wartime.
Although it creates its own images, the network, dubbed a Creative Adversarial Network (CAN), relies on creative human works during its learning process.
MEG TIRRELL: When you have a president who says things like your industry is getting away with murder, is it an adversarial relationship?
"Key vendor relationships with retailers are very collaborative and not adversarial," said Charlie O'Shea, a senior analyst at Moody's who covers large retail.
They specifically explored natural adversarial examples or naturally occurring examples in the wild that fool a machine learning model into misclassifying an object.
What he did in financing the suits against Gawker was a kind of adversarial stance and attack that was sheathed from public view.
Mike Rogers — have warned that Trump's adversarial treatment of the agency could lead to mass departures from officials who no longer feel valued.
When the USSR collapsed in late 1991, many believed, and seemingly correctly, that America and China would resume a much more adversarial relationship.
Every country in the world that has brought a critical mass of women into their legislatures has experienced better and less adversarial government.
The Washington Post reported that those judges will now be able to dismiss asylum claims after a cursory review, without an adversarial hearing.
We would not tolerate that from any other country, particularly one who we have adversarial positions with," Clinton said on "Fox News Sunday.
Belgian computer scientists Simen Thys, Wiebe Van Ranst, and Toon Goedemé designed "adversarial patches" as part of a study funded by KU Leuven.
Because our legal system is adversarial, the right to effective counsel is the most basic and effective way of keeping the system fair.
Adopting an adversarial tone rarely works out well in any negotiation, let alone while making a case for why you deserve a raise.
However, the government said, this rule does not protect "adversarial communications" such as the letters accusing each other of breaching the merger agreement.
Each of these threads tracks, with intelligence that feels both adversarial to lyric poetry and vital to it, the metastatic path of matter.
Saudi Arabia, Bahrain and the United Arab Emirates could face a direct attack from Iran due to their more complicated and adversarial relationships.
But adversarial politics aren't the sole domain of the left, nor does everyone who wants to fundamentally reshape the country subscribe to them.
In the FBI's storied history, thirty-six service martyrs have paid the ultimate price with their lives; the direct result of adversarial action.
"The criminal justice system has long been a really adversarial system, which is really focused mostly on identifying those bad actors," Pope said.
But that candidate drew so few votes that Mr. Kabila and his allies pivoted to Mr. Tshisekedi, whom they regarded as less adversarial.
Today, we have an old, adversarial labor union model that is inappropriate for the gig economy and uninteresting to most private-sector workers.
To Russia, it was the latest attempt by the West to topple an adversarial government and check President Vladimir V. Putin's global outreach.
Business Insider's report outlined how the company took on a more adversarial stance toward power users that were costing it too much money.
"Even if the attacker uses so-called robust machine learning, we can still adjust our adversarial examples to evade those methods," says Gong.
Nicaragua's stance toward the independent press is still adversarial, however, and Murillo —as chief of communications — keeps a tight grip on government information.
People betting with their savings are realizing that the world economy is faced with an irreconcilably adversarial relationship between the U.S. and China.
In essence, maintaining Trump's current trajectory of adversarial relations toward China would only undermine the very issues his administration seems to want addressed.
It's a low-tech version of the well-known problem of adversarial examples, image alterations that cause machine learning systems to misinterpret data.
Several Republican lawmakers took a more adversarial tone than Trump in recognizing the anniversary, choosing instead to highlight the country's human rights abuses.
Zuckerberg has never before faced the kind of adversarial questioning he's likely to receive from lawmakers during the hearings on Tuesday and Wednesday.
If ad revenue is drying up and the site finds itself in an adversarial relationship with potential funders, what are the other options?
But although Trump has taken an adversarial approach in his relationship with the press, he has often appeared eager to talk to reporters.
That would open the way to less adversarial Sino-Japanese political relations, and to a process of establishing an appropriate inter-Korean dialogue.
But there are less adversarial steps he should take first, like enlisting family members or nonprofit organizations like the Educational Alliance to help.
And particularly with Putin's rise, because Putin had a very adversarial relationship or view of the US, and even paranoid to some degree.
These perturbations were first described in 2013, and in a 2014 paper titled "Explaining and Harnessing Adversarial Examples," researchers demonstrated how flexible they were.
It does so with a Generative Adversarial Network, essentially a machine learning system that tries to fool itself into thinking its creations are real.
It detects the edges in your drawing and then uses that as a structured starting point for the randomized duals of adversarial image generation.
In the new study, the Google Brain researchers sought to develop an algorithm that could produce adversarial images that's capable of fooling multiple systems.
The Google Brain researchers worry that adversarial images could eventually be used to generate so-called fake news, but to also subtly manipulate humans.
When it comes to Facebook, I have no doubt that a whole lot of people received content by a whole set of adversarial actors.
But once I became part of the administration, or was about to enter the administration, for whatever reason, it was a little more adversarial.
Another approach is known as adversarial learning, in which one robot tries to grasp an object, and another shakes or snatches at its target.
City leadership has taken an adversarial approach to Trump's administration, branding itself a sanctuary city for immigrants and speaking out against the president's policies.
"The successful test is a big step ahead for directed energy systems and protection against adversarial threats," Air Force Research Laboratory commander Maj. Gen.
Still, Facebook is facing an increasingly more adversarial atmosphere both from users, who are flocking more to Instagram and private messaging products, and Washington.
As the new VICE documentary A House Divided shows, during the Obama administration, the relationship between the White House and Congress was essentially adversarial.
To do this, we used a deep convolutional generative adversarial network, or DCGAN, a machine-learning technique that's at the forefront of image generation.
But there's a big proportion of the audience that appreciates this more adversarial approach, and it's because of the volume of misstatements and confusion.
Wielding control over the Green Goblin, The Prowler, and lots of other super villains, The Kingpin plays a crucial adversarial role in the film.
Although this was a simple example, the researchers argue that these types of adversarial reprogramming attacks could be much more sophisticated in the future.
With every news cycle, the president weathers nearly constant negative and adversarial coverage, but this barrage has failed to move the needle among Republicans.
Daly responded to Cuomo on Tuesday, noting that his stance towards the governor was not "adversarial" despite the protest's planned location in downtown Manhattan.
Rossello's adversarial tone could score him political points on an island where many locals view the oversight board as an extension of U.S. imperialism.
There's a part of him that admires Putin's ability to command total fealty -- and not have to deal with an adversarial (aka independent) media.
Like us, these adversarial states and terror groups will have to confront tangible security vulnerabilities in the absence of suffering any prior military defeats.
He has made threats against press that he deems adversarial in ways that he is unwilling to do with genuine adversaries such Vladimir Putin.
All of this bad behavior accounts for billions in lost revenue across the industry and creates an adversarial relationship between people and their insurers.
Now, Biden's emergence presents an option more like that in 2016, pitting Trump's record against a more traditionally adversarial approach to US-Russia relations.
On the flip side, a lot of the worst trolls and adversarial behaviors happen because people are not accountable because their names aren't attached.
Since childhood he'd lived in an adversarial dance with his own mind, filling it with whatever seemed impossible, daring it to prove him wrong.
During its 10-month deployment, this flattop has sailed around the world, conducted operations with allies and partners, and even challenged two adversarial powers.
In a Twitter thread last month announcing the tool, Nouwens described the project as making use of "adversarial interoperability" as a pro-privacy tactic.
The prospect of that adversarial second-guessing gives criminal investigators a reason to be scrupulous about what they put into their requests for wiretaps.
"This is a knee-jerk reaction given that Bolton has been so adversarial with Iran," said Matt Smith, director of commodity strategy at ClipperData.
It plays its hand with Washington much more subtly than that — often adopting an adversarial pose, especially of late, but sometimes a cooperative one.
The order would block American companies from purchasing equipment from China and other "adversarial powers," but would not stop purchases of European-made equipment.
This is mostly expected to mean working with company founders, as Pincus is part of the founder-friendly club that doesn't believe in becoming adversarial.
A few weeks ago, FastCo Design did report on a Facebook effort to develop a "generative adversarial network" for the purpose of developing negotiation software.
The newspaper has long had an adversarial relationship with team owner James Dolan, and writer Stefan Bondy was banned from a news conference in December.
And they surely don't need a semiotician of the late Umberto Eco's caliber to explain to them that competitors are always engaged in adversarial games.
I happen to think it&aposs a great idea to engage with a major world power regardless of our adversarial relationship with them at times.
We didn't account for the fact that the class of people who might leverage this strategically may do so for nefarious, adversarial, or destructive purposes.
As Klingemann explains, each portrait in Memories of Passersby I is created by a type of AI program known as a generative adversarial network (GAN).
RNC Co-Chair Bob Paduchik, who developed an adversarial relationship with Kasich while serving as Trump's Ohio campaign director in 2016, is steering the process.
Recently, Cohen hired Lanny Davis — the lawyer who most famously represented the Clintons — and has taken on a much more adversarial approach to the president.
And while the researchers say that these "natural adversarial examples" will fool a wide range of vision systems, that doesn't mean they'll fool them all.
Instead, it was composed by generative adversarial networks, or GANs, a type of machine learning program that "learns" from existing photos to produce new things.
"To prevent adversarial reporting, at this time we need to have humans review the images in a controlled, secure environment," Stamos further explained on Twitter.
Both reinforcement learning and adversarial networks have the potential to improve upon the results achieved by Facebook — each of these could become a standalone paper.
Previous CEOs Gates and Steve Ballmer took a more adversarial approach to competitors, such as targeting Google with ad campaigns or trading barbs with Apple.
Trump's adversarial relationship with the press prompted several news organizations to pull out of this year's event and many celebrities have called for a boycott.
Generative Adversarial Networks (GANs) provide a powerful generative model, and have been used to generate horrifying faces and even turn winter scenes into summer ones.
This would, I believe, get more people into treatment with medication, and also reduce the often adversarial relationship between patients and doctors over these medications.
Reaching agreement on the pact required overcoming distrust among adversarial nations, said Ambassador Juan José Gómez Camacho of Mexico, who also helped run the talks.
And for the -- you know, Mr. Bolton, in your interview, said that an adversarial relationship with the White House is -- is common with the press.
It worked by taking a clothed image of a woman, then swapping the clothes for naked breasts and a vulva using generative adversarial networks (GANs).
So…let's all take a deep breath: Legislating can be a messy, adversarial, controversial, and time consuming process, but the outcome can be very satisfying.
"The four ROLM founders shared a dislike of unions, which they believed fostered adversarial relationships among people who should be working together," Berlin gently notes.
The money saved by not being forced to pay for adversarial and ineffective policing should be plenty to pay for responsible, customer-focused private policing.
And with no public debate, many on both sides are falling back on adversarial positions that caused nearly a decade of bloodshed and economic stagnation.
When Joseph Boskovich Jr. — cofounder and partner at Old West Investment Management — started managing money in 2008, he was met with an extremely adversarial environment.
Onscreen, Zhang showed me an elaborate flowchart in which neural networks train other networks—an arrangement that researchers call a "generative adversarial network," or GAN .
Clinton sent email over the unsecured network while in adversarial countries, though it did not determine whether she "cared more" about protecting her own secrets.
Trump and his administration have long had an adversarial relationship with the press, and have ramped up their rhetoric against the media in recent weeks.
Trump's mendacity, viciousness, vulgarity and lack of preparation encouraged a kind of political journalism that wasn't just adversarial but outraged, urgent, mocking — and rightly so.
Caucuses "can coordinate across party lines and bring adversarial groups together," wrote Susan Webb Hammond in her 28500 book, Congressional Caucuses in National Policy Making.
Tyler was fired from Cruz's 2016 presidential campaign over his adversarial tactics against fellow Republicans running for president, including tweeting out a video misquoting Sen.
Wilson said Trump's disclosure to the adversarial Russians "makes him guilty of the very accusations he made against [Clinton]" and suggested he see a doctor.
Flood is expected to take a more adversarial approach to the investigation than Mr. Cobb, who had pushed Mr. Trump to strike a cooperative tone.
"Just because other people haven't been able to do it, doesn't mean that adversarial examples can't be robust," Athalye told me in a phone conversation.
" He expressed grave concern about Russia under Putin: He said the two nations have "returned to the adversarial relationship that existed during the Cold War.
That spin would, of course, miss this key point: Mueller would have found collusion between a major party presidential campaign and an adversarial foreign power.
The document does claim we will cooperate closely with allies to ensure that no adversarial power dominates Europe, the Indo-Pacific, or the Middle East.
The relationship between Dolores and her fellow host Bernard Lowe (Jeffrey Wright) is adversarial in many respects — expect the two to clash in Season 3.
"But I doubt it will dissolve the myriad other forms of competitive, even adversarial, sentiment that have been arising in other sectors of the relationship."
The net result is that Cuban-American relations are likely to revert to a more adversarial Cold War footing, undermining Washington's standing in Latin America.
An adversarial power that executes a gambit on the world stage that does not elicit a response from the United States hasn't miscalculated at all.
Officer Ronald Wells, who has spent 14 years on the island, said the garden taught him a less adversarial way of relating to the men.
Press access has continued to be an issue with the Trump White House, which has an adversarial relationship with journalists, barring some from press briefings.
The Trump administration has been closely aligned with Mr. Netanyahu's government on security and territorial issues, while taking an openly adversarial stance toward Palestinian leaders.
The United States and China have descended into such an adversarial state that they are likely to continue seeking alternatives to exchanging goods and investment.
Obama argued that denying a meeting wouldn't adequately punish the leaders of adversarial countries and would allow the American president to fight for US interests.
While Waters may be able to find some areas of overlap with Republicans in Congress, Democrats' adversarial relationship with Trump may make things more difficult.
France's regulatory process was also less adversarial than America's — and, for better or worse, doesn't allow legal intervention by outside groups once construction gets underway.
He's uniquely unprepared for summits with adversarial world leaders, which experts routinely note are harder than any other kind of meetings for any American leader.
Most video makers don't want an adversarial relationship with developers, either — especially if they cover one big game, like Overwatch or League of Legends, full-time.
With Cunning Fire and Adversarial Resolve is streaming below in its entirety for your enjoyment—listen closely, and for Satan's sake, don't sleep on this one.
As I have explained in these very digital pages, the U.S.-China relationship was bound to become adversarial as soon the Soviet Union collapsed in 1991.
Duterte is opening up closer ties with China, in contrast with the previous government's "adversarial" relationship with Beijing, Diokno told Reuters in a mobile phone message.
In one example, a dog was made to look like a cat—an adversarial image that was identified as a cat 100 percent of the time.
I do think as President of the United States, he&aposs seeking to reduce the adversarial turf around the globe, while substantially increasing our military strength.
The case between the two adversarial governments centers on $3 billion lent by Russia in December 2013 to Ukraine under pro-Moscow former President Viktor Yanukovich.
An adversarial example could thwart the AI system that controls a self-driving car, causing it to mistake a stop sign for a speed limit one.
But the rhetoric in the trade war has seesawed between confrontational and adversarial, and markets are beginning to focus on the possibility of a negative outcome.
In the middle of these very well-played chess moves, we have yet another adversarial tête-a-tête, this time between Bryan and Sacker (Condola Rashad).
There is a tendency among DFA and Justice Democrats, especially in the wake of the dustup around Moser, to speak of the DCCC in adversarial terms.
Much of the slyest humor here — including the sexual frisson elicited by handcuffing our adversarial hero and heroine to each other — comes directly from Hitchcock's movie.
After working together to get themselves out of a hairy situation, the women have officially abandoned the confines of their adversarial roles as Wife and handmaid.
Take for instance this pair of sunglasses with an adversarial pattern printed onto it that can make a facial recognition system think you're actress Milla Jovovich.
There's no reason for them to be adversarial with each other, because they make completely different kinds of music and are completely different kinds of stars.
In yet another adversarial moment with the U.S. intelligence community, Trump cast the report and memo as a "tremendous blot" on the record of intelligence agencies.
Adversarial Attacks and Defenses: We've all seen the neural networks that have been trained to identify certain types of pictures — faces, cats, landscapes and so on.
However, other adversarial attacks have been shown to work against AI sight-unseen, and, according to Quartz, the labsix team is working on this problem next.
But if you treat them differently, more worthy of scorn or heightened scrutiny, you come to embody the adversarial role the president has slotted you into.
That did happen last time, but the FCC has bolstered the ECFS since then, and may even have been prepared for this kind of adversarial treatment.
The agency's AI Lead Kathryn Webb said they fed more than 10,400 sports logos into a deep convolutional generative adversarial network, getting 6,400 possible logos back.
JS: Taking that a step forward, do you think it's important for journalists to be adversarial and challenge authority essentially regardless of the real-world consequences?
Yet some dismiss the obvious successes, arguing that incidents of police brutality are the result of an adversarial culture and over-policing inherent in Broken Windows.
Zachary Chase Lipton, an assistant professor at Carnegie Mellon University, told Gizmodo that adversarial attacks against computer vision systems are a clear intelligence or security interest.
He's particularly excited about adversarial training, a relatively new form of AI research that could help solve the prediction and uncertainty challenges facing the field today.
The end result of a successful conviction will be the same: Journalists at risk of jail time, subject to the whims of an adversarial Justice Department.
If you haven't got an adversarial relationship with your readers but you actually respect them as people who can help you, my experience is they will.
"I think it makes it naturally easier if you're going into a place that's not adversarial to you," Donald Trump Jr. said in a recent interview.
While the FBI is pushing for court-mandated access through Apple, the NSA and other intelligence agencies specialize in a much more covert and adversarial approach.
Prompted by host John Dickerson on the issue of race relations, the House speaker advised President Donald Trump and other leaders to change their adversarial ways.
When Trump threatens Amazon on Twitter, it's because CEO Jeff Bezos owns the adversarial Washington Post—not because he believes greater governmental oversight is the answer.
Any successes from the White House "have come despite — not because of — the president's leadership style, which is impetuous, adversarial, petty and ineffective," the author writes.
In some organizations the grassroots wing and lobbying wing will have an adversarial relationship having the standard misconceptions of "astroturf" or "hired-gun" for one another.
SRGAN, for example, relies on a generative adversarial network, which basically pits two neural networks against each other to test and fine-tune an image repeatedly.
Their training also encourages viewing residents as potential threats rather than as members of the community, and this tends to foster an adversarial relationship with locals.
Kerslake said that Cummings is a "very arrogant, absolutist, adversarial person" whose personal qualities would have a "negative" impact on the functioning of the civil service.
Waters, who has even been given an adversarial nickname from Trump, is seen as someone who can go head-to-head with the president in 2020.
One former U.N. official pointed to concerns that Trump's new ambassador could take an even more adversarial approach to the U.N. in the style of Bolton.
The bank offers gold custodian services to many developing countries, which would likely be concerned that they could be targeted for having adversarial relationships with Washington.
And some feel different platforms have a tendency to accentuate certain personality traits: Twitter reveals the adversarial part in many of its users, Instagram encourages vanity.
This would be an unusual and possibly risky collaboration with a Russian regime that has become increasingly adversarial and could profit from learning American military secrets.
"Increased cooperation between law enforcement and the private sector can help break down the adversarial walls that have been built in recent years," the group said.
The school's negotiations with the three companies stand in contrast to the adversarial relationships that cities and new transportation networks have fallen into in recent years.
The program relies on a generative adversarial network (GAN), meaning there are two types of algorithms pitted against each other as adversaries to create its portraits.
What we have right now, however, simply is not adversarial: relatively well-funded, well-staffed prosecutor offices square off against public defenders whose caseloads defy imagination.
After manually paring these pictures so just the faces of the cats could be seen, Jolicoeur-Martineau fed the photos to a generative adversarial network (GAN).
America's pipelines and electric grids are vulnerable to major disruptions from "an adversarial attack or natural disaster," according to a recent Department of Energy (DOE) plan.
For Trump, unconditional talks with adversarial leaders — including those whom many in the international community deem toxic — are a feature, not a bug, of his diplomacy.
But the study said this can distort the adversarial process, which would otherwise leave parties with a direct stake in the dispute to frame their arguments.
But Trump is always uneasy with unflattering media coverage and has a history of being adversarial toward publications for entirely conventional reporting that he simply dislikes.
But the defender can respond by adding yet more adversarial examples to foil that more robust machine-learning engine, resulting in an endless tit-for-tat.
After 25 years in practice, our supervisor, Dr. Claudia Baldassano, feels ill equipped to guide us in practicing in an increasingly adversarial and resource-starved system.
Criminal trials are performances, after all, with high stakes and lawyers squaring off in an adversarial system where their duties are to zealously represent their clients.
"It was not adversarial," Mr. Cuomo said in response to a question about whether the two men, as sons of Queens, had established an easy rapport.
"The emphasis on profits has widened the trust gap between corporations and society, resulting in an adversarial relationship between the private and public sectors," Wilson wrote.
"There's a natural adversarial role there that's already been baked in," said former de Blasio adviser Rebecca Kirszner Katz, now a consultant to other progressive Democrats.
BREAKING: US CUSTOMS & BORDER PROTECTION NATIONALLY HAVE BEEN ORDERED TO DETAIN & "REPORT" ALL IRANIANS ENTERING THE COUNTRY DEEMED POTENTIALLY SUSPICIOUS OR "ADVERSARIAL" REGARDLESS OF CITIZENSHIP STATUS.
What they're saying: "This is a knee-jerk reaction given that Bolton has been so adversarial with Iran," Matt Smith of the firm ClipperData tells CNN.
But, addressing those concerns have been overshadowed by the broad "adversarial relationship" between the two countries, according to Robert Kapp, president at Robert A. Kapp & Associates.
" He added, "investigators found a labor-management relationship so adversarial that safety programs became contentious at the bargaining table, with the unions ultimately refusing to participate.
Joseph Dunford said at a Senate hearing last month that some state actors were trying to advance their interests through "adversarial competition" short of armed conflict.
Because if they now know we're officially going after them through some kind of public action, I think they would have said, 'Okay, we're now adversarial.
The results, of course, could turn out to be far more complicated and multi-layered than either one or both adversarial national leaders had originally expected.
Sharing-economy companies have adversarial relationships with government regulators in their inaugural years; however, as those companies grow, they tend to evolve and become less combative.
They have been unwilling to negotiate," Obama said, blaming Putin for "escalating anti-American rhetoric" and resuming what he called a Cold War-like "adversarial spirit.
But Carter nonetheless serves as a sobering warning of what can happen to a party's agenda when an adversarial president refuses to play ball with Congress.
UC Berkeley computer science professor Dawn Song, who studies adversarial attacks, says that within the research community, people are taking the risk of such attacks seriously.
The problem is that the adversarial nature of the system is increasingly polarised at a time when the most pressing problems require ever-greater political co-operation.
And though Trump became famous during the election for his willingness to publicly mock and criticize, his tactic of drawing attention to one person isn't always adversarial.
In the phone call on Wednesday, DeLauro brushed off concerns about divides within the Democratic Party and said she didn't view anything about her proposal as adversarial.
Overall, humans had a harder time distinguishing objects in adversarial images than in unmodified photos, which means these photo hacks may transfer well from machines to humans.
This process was repeated thousands of times until the generator was able to successfully fool the discriminator—a setup known as a generative adversarial network, or GAN.
That adversarial framing was on view earlier this month at London's Barbican, where an experimental concert pitted an AI trained on Bach against good old Johann Sebastian.
" Air Force Research Laboratory commander Major General William Cooley says that the test is a "big step ahead for directed energy systems and protection against adversarial threats.
Lanny Davis, a longtime lawyer for the Clintons, recently joined Cohen's legal team — as Cohen took on a much more adversarial approach to his longtime client, Trump.
In an interview with the Burlington Free Press, Barquin said that he wanted to find a non-adversarial way for his fellow orphans to resolve their claims.
"If I know they haven't implemented a lot of stuff, by default we have to treat them effectively adversarial when it comes to electronic communication," he said.
The big picture: Trump's long been adversarial with late-night comedians and television shows, taking the bait to mock their ratings as they endlessly roast his administration.
That means if someone wants to customize the output of a generator system, like a generative adversarial network (GAN), they can't train it on their own data.
I also want to the say that while we've made some progress on the Patriot Act, I do believe that we need an adversarial court system there.
With such a small stake and an already adversarial relationship, Elliott faces an uphill climb in convincing other shareholders and Samsung's leadership team to implement its changes.
To highlight the vulnerabilities of these visual classifiers, the researchers created adversarial ad examples that were meant to fool and undermine the efficacy of Sentinel and Highlighter.
Instead, he took only a few days to create the clip on a desktop computer using a generative adversarial network (GAN), a type of machine-learning algorithm.
Why it matters: Flood — who helped former President Bill Clinton through impeachment proceedings — took an adversarial approach to the Mueller investigation after taking over from Ty Cobb.
As well as the fact that these adversarial images can be printed at home (you can even do so yourself if you like), they're also remarkably flexible.
The work was carried out by researchers from the Polytechnic University of Milan and used Generative Adversarial Networks, a recent innovation in the field of deep learning.
Semi-cooperative, semi adversarial relationships, like the relationship between a coach and an athlete, could be an interesting next frontier — further connecting game theory and machine learning.
And the complexity and adversarial nature of bilateral licensing between the smartphone maker and each of the component rights holders imposes enormous transaction costs on all parties.
Although rats and cats have adversarial relationships outside the terrarium – inside the kittens are the perfect size to have supervised romp and play sessions with the rats.
Speaking to Rose, Schumer said that while there were no immediate plans to start the show's next season, she valued Metzger's adversarial contributions in the writer's room.
But while I can't say what WikiLeaks' social network philosophy would be, the general culture it's steeped in holds that human interaction is a grim, adversarial duty.
As Puerto Rico's representative in Congress, I am pained by the adversarial approach the island's governor has taken toward the people and institutions who lent us money.
At its worst, however, Thatcher's adversarial approach to politics made her seem adamantine and unfeeling, which created enmity among a meaningful portion of the industrial working class.
The Times reported that Flood is expected "to take a more adversarial approach" to Mueller's investigation that Cobb, 68, who has advocated for cooperation with Mueller's probe.
Previously, researchers have tried to create adversarial fashion using patches attached to stiff cardboard, so that the design doesn't distort on soft fabric while the wearer moves.
This cleanly mounted production, which features a set by Anna Louizos and lighting by Ken Billington, begins with marvelous gusto, with an adversarial call-and-response number.
Many top media outlets and reporters have taken a more adversarial approach to covering the White House, leading to charges of bias from Trump and his allies.
We must understand how these abuses were imagined, executed, and enforced, and there is no better way to find out than through rigorous, adversarial questioning under oath.
At times, Mr. Lauer — who has conducted fewer adversarial interviews with Mr. Trump than his colleagues on NBC's political desk — appeared flummoxed by his subject's linguistic feints.
Sometimes, when confronted with the fact that reporting is often adversarial, she reflexively mentions courtesy, seemingly not understanding that journalism is an exercise in democracy, not etiquette.
Steve Schmidt, a senior adviser to Senator John McCain during his presidential campaign in 2008, said all campaigns were adversarial to the news media at some point.
PBMs, in addition to operating mail-order pharmacies, negotiate drug prices on behalf of insurers and employers, which can often lead to adversarial relationships with pharma companies.
Although Shulkin conceded in his Veterans Benefits Advisory Board remarks that the system is often adversarial toward veterans, VA's RAMP program perpetuates, rather than alleviates, this problem.
Mr. Trump said on July 27 that he hoped _________ had hacked Hillary Clinton's email, essentially encouraging an adversarial foreign power's cyberspying on a secretary of state's correspondence.
"No nation, particularly an adversarial nation, can mess with our democracy," Clinton told Cooper, describing what she would have done if the election had bounced her way.
Understanding the function of Cloud Index's neural network—called deep convolutional generative adversarial network (DCGAN), described in early 2016 by machine learning researchers—is what interests Bridle.
The San Francisco-based firm has long been the platform of choice for adversarial intelligence agencies, malicious automated accounts (so-called bots), and extremists at the fringes.
This is a natural next step as researchers gain greater control of Generative Adversarial Networks (GANs) and reinforcement learning gets applied in new and more challenging contexts.
The second message takes a decidedly adversarial stance toward the rich and illustrates an approach based on economic populism: The American people must make a fundamental decision.
I don't really believe that jousting with adversarial questioners is an important part of being president, but coping with unfamiliar issues in a responsible way certainly is.
The Trump administration this week escalated its campaign to pressure Mr. Maduro to step down, even as adversarial governments, including Russia, have become involved in the conflict.
Mr. Bloomberg actively promoted the growth of charters, while Mr. de Blasio has had an adversarial relationship with some of the sector's biggest players, like Success Academy.
An adversarial power is justified in concluding that Trump is not the last word when it comes to American foreign policy, and that could be extremely dangerous.
I speak as well to former Representative Barney Frank of Massachusetts about whether Mr. Obama's relationship with Republican lawmakers had to be so adversarial, polarizing and partisan.
His book has an interesting, jumpy, adversarial energy, with its author caught up in the drama and not so subtly taking sides in the clashes surrounding Sontag.
But have the New York Times reporters tasked with covering those candidates found that they share Mr. Trump's adversarial approach when it comes to the news media?
Last year, he came across Generative Adversarial Networks in his research, known as GANs, which can study thousands of images and then produce one of its own.
How the faces are made In order to generate such images, StyleGAN makes use of a machine-learning method known as a GAN, or generative adversarial network.
Ackman wanted an extension to "avoid taking the adversarial step of launching a proxy contest" before meeting with the board, the hedge fund said in its filing.
The suggested change in the accepted system of peer review — adding the insidious requirement that it be "adversarial" — would bring us one step closer to that future.
They imagine a hypothetical opioid risk algorithm and how it could be fooled: Many adversarial attacks could be motivated by a desire to provide high-quality care.
It's possible for me to imagine a generation of people maybe two generations removed from you who might decide that we have an adversarial relationship with technology.
Axios' Felix Salmon points out that Facebook now has an adversarial relationship with the press — a big change from even when "The Social Network" came out in 2010.
A YouTube video uploaded by Tom Brown—a team member on Google Brain, the company's deep learning research team—shows how the adversarial patch works using a banana.
The relationship is "adversarial": The component that knows what a human face or cat looks like is always accepting or rejecting the guesses made by the other component.
Turning AI against itselfAnother growing trend of AI-based threats are adversarial attacks, where malicious actors manipulate input data to force neural networks to act in erratic manners.
This is similar to other AI creations, like how a data scientist created the Meow Generator by adding thousands of photos of cats into a generative adversarial network.
The individual described Trump's leadership style as "impetuous, adversarial, petty and ineffective," and portrayed some in the administration as attempting to accomplish a conservative agenda despite the president.
A 2013 study showed that when participants touched a rough object before reviewing an ambiguous social interaction, they were more likely to judge it as difficult or adversarial.
This means that if you rotate an adversarial image or zoom in on it a a little, the computer will see past the pattern and identify it correctly.
So, even if models are trained with augmented data, it's likely that we can come up with a new type of adversarial images that can fool the model.
Since helping create SQuAD, Liang and his colleague Robin Jia made a version of the test that includes so-called "adversarial examples" designed to trip up the computer.
They were able to train the neural network quickly and efficiently to identify what most would consider superior photographic elements using what's known as a generative adversarial network.
Against that backdrop, the United States should cooperate with China on trade instead of pursuing the adversarial approach advocated by presumptive GOP presidential nominee Donald Trump, Mobius said.
"By the end, students will have five projects on their GitHubs, including a final project involving  Generative Adversarial Networks on the bleeding edge of the space," said Raval.
Haley has often taken an adversarial approach to Russia in her post at the U.N., particularly over the country's 2014 annexation of Crimea and renewed fighting in Ukraine.
In the meantime, as buzz for the festival favorite grows, the spokesperson so used to adversarial press is learning to contend with an "unusually positive" side of fame.
For example, if the adversarial image contained two white squares, this would return the value 'Goldfish,' while an image with 10 white squares would return the value 'Ostrich.
" Karp had told CNBC, "Silicon Valley is telling the average American 'I will not support your defense needs' while selling products to countries that are adversarial to America.
That determination of guilt or innocence requires a full adversarial trial with a zealous defense attorney, vigorous cross examination, exclusionary rules of evidence, and other due process safeguards.
Now, LabSix, an AI research group at the Massachusetts Institute of Technology, has demonstrated the first example of a real-world 3D object becoming "adversarial" at any angle.
Barrat, a recent high school graduate in West Virginia, made the images by feeding thousands of classical nude paintings scraped from WikiArt into a Generative Adversarial Network (GAN).
Andrej Karpathy, who is joining from nonprofit research lab OpenAI, has done extensive work in trendy areas in AI such as reinforcement learning and generative adversarial networks (GANs).
Ms. Burleigh details his relationships with women, from the austere German grandmother who left her workhorse imprint on the Trump family to the president's two adversarial former wives.
Other researchers, including Mr. Clune, believe they can also help minimize the threat of "adversarial examples" — where someone can potentially fool neural networks by, say, doctoring an image.
Obama doesn't get a free pass, but Trump's campaign, along with his general disdain for adversarial reporting, suggest that, at best, FOIA won't be a priority for him.
There's no good case for the current massive third status of information that piles up on servers to be coughed up reluctantly in response to an adversarial process.
So I do think that because the relationship is going to be so adversarial, that way of looking at journalism is going to go away to some extent.
A separate bankruptcy filing on May 15 described the mediation process as "highly adversarial" and said that at least 11 separate sessions had been held over a year.
These are things Americans learn as schoolchildren, but to see the adversarial psychology behind the Constitution play out in today's impeachment battles is still a shock to behold.
At his house, she recognized the same adversarial environment that she had grown up in, and she wanted to give her son a different childhood from her own.
Instead of facing cross-examination by adversarial prosecutors, children are interviewed by an asylum officer trained to gently probe whether they qualify to stay in the country legally.
But since then SNAP has often accused bishops of failing to keep these promises, and the group continues to be seen by the church as an adversarial force.
Now with renewed attention on the movement, Mr. Marinelli is under scrutiny for living in a country that many in the United States see as an adversarial power.
This risks entrenching a culture of bureaucratic warfare that is adversarial and dysfunctional by default — not quite a Turkish-style deep state, but not a healthy democracy either.
Last month, a senior State Department official said the United States may remove Sudan from the list and that the two countries no longer had an adversarial relationship.
In August 2017, officials included Russia among a list of countries that have an adversarial relationship with the United States and that American investigators suspected might be involved.
Danielle Belton, The Root's editor in chief, said that the adversarial relationship between the site and Rapaport isn't about him but about what he says and stands for.
The core idea here is that the Anglo-American adversarial legal system requires both sides to every dispute to have competent legal counsel in order to function effectively.
In its public statement about the lawsuit, Judicial Watch points to reports that EPA staffers have used Signal to communicate secretly, in the face of an adversarial Trump administration.
The controversial, adversarial press secretary warred with the White House reporters while famously issuing the false declaration that the crowd at President Trump's inauguration ceremony was the largest ever.
The source familiar with lawmakers' thinking said that CBP has a reputation of adversarial polygraph tests, which could possibly be alleviated by greater transparency in the process with applicants.
In contrast, a prosecutor's judgment that crimes were committed, but that no charges will be brought, affords no such adversarial opportunity for public name-clearing before an impartial adjudicator.
You start by taking a type of algorithm known as a generative adversarial network (GAN) and train it on millions of pairs of low-res and high-res images.
One of the signatories, Kyle Powys Whyte, associate professor of philosophy and community sustainability at Michigan State University, described Edwards' response to criticisms from Flint residents as unduly adversarial.
If you do this on a national basis you run a very real risk of killing the small group market and having an adversarial effect on the individual market.
In contrast, a prosecutor's judgment that crimes were committed, but that no charges will be brought, offers no such adversarial opportunity for public name-clearing before an impartial adjudicator.
He fought his battles gently—shying away from the adversarial style he experienced as a student at Cambridge—but with rigorous precision and an unfailing sense of social justice.
" The Times op-ed from September 2018 described a president the author viewed as amoral, opposed to many conservative values such as freedom, and "impetuous, adversarial, petty and ineffective.
Vulnerability to adversarial examples, a special kind of attack that can cripple certain kinds of AI systems, potentially making an autonomous car blind to a fast-approaching stop sign.
But of course this kind of jingoistic nationalism and over-hyped adversarial programming, which loses truth and nuance behind an avalanche of shouting, is hardly a uniquely Indian phenomenon.
Some, like working with smaller data sets, already have some available solutions like generative adversarial networks that can augment existing data sets and that RealityEngines expects to innovate on.
Why this 3D-printed turtle is significant, though, is because it shows how these adversarial attacks work in the 3D world, fooling a computer when viewed from multiple angles.
These pictures and patterns are known as "adversarial images," and they exploit weaknesses in the way computers look at the world to make them see stuff that isn't there.
In the film, the two adversarial characters forge a telepathic-like connection in which they can inexplicably see and speak to each other, despite being millions of miles away.
The second misunderstanding is related: continentals have long overlooked the adversarial nature of Britain's politics and assumed that its leaders can fudge their way to a compromise on Brexit.
But it has a failure mode, and that failure mode is to pit us against one another so we have adversarial exclusive destinies, where my success is your loss.
Keenan: So Tim Marchman's penultimate question was, do you think it's reasonable to expect a reporter who isn't indemnified to pursue aggressive, adversarial coverage at a potentially litigious subject?
Little has materialized on the possibility of any joint US-Russian action as the adversarial relationship between the two countries has persisted despite Trump's campaign talk of improving relations.
Twitter gets a lot of shit for spreading extremism, but at least Jack Dorsey has done adversarial interviews where he's asked real questions about the harm Twitter has caused.
"We cannot have the President of the United States being casually loose-lipped about confirming something, even if it's in the public domain, to an adversarial nation," Pelosi said.
These sorts of meetings -- particularly between two major players on the world stage representing two adversarial countries -- are always ripe for some level of misunderstanding, whether purposeful or not.
The Shiloh is one of 84 US ships equipped with the Aegis Missile Defense system, which is capable of shooting down hostile missiles from adversarial states like North Korea.
Others have ceased accepting into their treatment any child diagnosed with certain personality disorders, or whose family life seems adversarial, meaning a child whose parents are separated or divorced.
"It was never designed to be in an adversarial environment, (so there's) no validation" that what the system is being told to do is coming from a legitimate source.
It also has targeted parts of the law that give children longer to pursue asylum claims, and the right to do so in a less adversarial setting than adults.
The relationship between Strand and Madison, which progressed from adversarial to trusted companionship, was always intriguing, and I hope the show veers back toward it in the third season.
It typically features a "red team" tasked with testing assumptions, identifying vulnerabilities, and role-playing from adversarial perspectives, to see whether a "blue team" can adequately defend prevailing ideas.
The inevitable clash comes as a surprise to most American observers who thought trade issues could be neatly separated from the rest of a dangerously adversarial U.S.-China relationship.
While the US has a long adversarial history with Cuba, Canada has maintained good relations with the country since the US first cut off its diplomatic ties in 1959.
Sanders then promised to bake a pie for Ryan, who said that she would forego actually tasting the confection because of the White House's adversarial relationship with the press.
You could become more confident and reconnected to important parts of yourself once you're no longer locked in the adversarial position-taking that often develops in a bad marriage.
Hanging over this is the acknowledgement by the department, which initially seemed commendable, that street cops don't have any real training and direction about how to make adversarial arrests.
It is soon debunked as a fake, the product of a user-friendly video application that employs generative adversarial network technology to convincingly swap out one face for another.
DARPA's Real-time Adversarial Intelligence and Decision-making (RAID) software aims to predict the goals, movements and even the possible emotions of enemy forces five hours into the future.
G's Wakeford — whose organization also operates teams in the Overwatch League, the NBA 2K League, and League of Legends Champions Korea, among others — this can create an adversarial dynamic.
Also, they are in our hemisphere, like Chile, Peru and Bolivia, or are in countries adversarial to the U.S., as in the protest movements in Hong Kong and Iran.
With sales abroad hit by an adversarial trade climate, the bulk of Germany's growth momentum is being generated domestically, leaving it exposed to any weakening of the jobs market.
His role was akin to that of special counsel Robert Mueller in investigating President Donald Trump's dealings with Russia, but Starr took a far more public and adversarial role.
"This is code-word source 'highly classified information' revealed to an adversarial country," Pelosi said at a special CNN town hall with host Chris Cuomo, referring to the Russians.
A spokesperson for Russian President Vladimir Putin said Thursday that Facebook's decision to delete accounts linked to Russian trolls is an adversarial move, according to a report by Reuters.
Researchers from Graphika and DFRLab found 18 images of faces in profile photos used by The BL network that they said had likely been generated using generative adversarial networks.
A dispute between a party who faces a threat of legal injury and a federal agency presents a concrete, adversarial dispute of the kind that fits within those limits.
Whether to use these levers to force concessions, or to take a less adversarial approach that would give labor a foothold in big tech, has divided the labor movement.
"At times, Mr. Lauer — who has conducted fewer adversarial interviews with Mr. Trump than his colleagues on NBC's political desk — appeared flummoxed by his subject's linguistic feints," Grynbaum wrote.
But to assist the prosecution in digging that hole deeper is an affront to the principles of justice that underlie a defense attorney's vital role in the adversarial system.
The tour kicked off in the Middle East, where he offered messages of peace, tolerance, and inclusivity — but since arriving in Europe, the tone has been much more adversarial.
Like the Obama administration, the Bush administration correctly judged that the term "radical Islam" was divisive and adversarial, and would alienate the very people we wanted to communicate with.
Is it a story of two states, adversarial and often hostile but at least theoretically capable of navigating disagreements in ways that minimize costs while also seeing opportunities for progress?
By 1987, political journalism had shifted considerably from a tightly guarded, access-trading business to the post-Watergate era where an adversarial press had fully realized the newsworthiness of scandal.
This replaces an inquisitorial model, long the norm in Latin America, under which judges investigated and evidence was all in writing, with an Anglo-Saxon adversarial system and oral trials.
At the outset of his remarks, Trump blasted the Democrats and Pelosi for impeaching him, injecting a highly political and adversarial tone into what is usually a nonpartisan faith event.
These sorts of patterns are known as adversarial examples, and they take advantage of the brittle intelligence of computer vision systems to trick them into seeing what is not there.
No. 3, it's okay to have an adversarial relationship with the media, but if you understand your role, you have to be cross-checked and hand-checked by the media.
"To prevent adversarial reporting, at this time we need to have humans review the images in a controlled, secure environment," Facebook's Chief Security Officer Alex Stamos said in a tweet.
Until Trump is willing to tamp down his adversarial rhetoric and behavior against Democrats and their voters, the prospects for political compromise on any matters of substance appear intractably grim.
His respectful yet sometimes adversarial relationship with Miyazaki is explored in the fascinating documentary In The Kingdom of Dreams and Madness, which also details Takahata's unorthodox, frustrating approach to work.
But at the same time, Kimmy has a weirdly adversarial relationship with its own critics — particularly those who came down hard on the show last year for its racial insensitivity.
But it seems much safer to conclude that, in dealing with adversarial states from Iran to China to North Korea, she would emphasize diplomacy and multilateralism over confrontation and unilateralism.
"The spirit wasn't adversarial," said the delegate closely involved in the G20 drafting, adding that perhaps because of the fallout after APEC, officials at least tried to work things out.
Entrenched geopolitical forces Wednesday's encounter reflected the reality that a new Russia reset may be impossible given the geopolitical forces that naturally push the two sides towards an adversarial relationship.
The mainstream media (the five main newspapers are affiliated with the principal private television stations) are rarely analytical or adversarial, being temperamentally and commercially inclined to reflect the establishment view.
Paul's adversarial tactics, including his filibuster-like moves on the NSA's surveillance programs, have raised awareness about the issues he's focused on — though critics argue that they ultimately lack substance.
Special Forces, by nature of their deployments, "must be able to walk or run undetected through rural and urban areas without alerting adversarial domesticated and feral canines," says the tender.
It was a sharply worded email Vietor sent to Peggy Noonan, a columnist for the Wall Street Journal, objecting to Noonan's portrayal of an adversarial relationship between Obama and Clinton.
What about adversarial attempts to manipulate the neural networks behind the figurative wheel, by feeding them misleading inputs that they respond to but the naked human eye might not notice?
The question is not whether sanctions will hurt a target country's bank account, but whether the tool convinces an adversarial government to stop activity that undermines U.S. national security objectives.
Gawker's approach to adversarial journalism was probably closer to recklessness than it was to well-sourced, cross your t's and dot your i's, everything is lined up, we're bulletproof journalism.
It's the latest adversarial move in an increasingly thorny relationship between the two tech giants, which are going head-to-head in hardware, content, cloud services and even digital advertising.
I remember their focus on tough adversarial questions, but their willingness to hear the answers and (almost always) to treat their guest from the other side of the spectrum respectfully.
Or will they choose to continue to stray away from its longstanding democratic norms and alienate its NATO allies with behavior characteristic of autocratic regimes adversarial to the free world?
While the job is inherently adversarial at times, the notion that people like them live in perpetual terror of people like me exists at a hallucinatory remove from my experience.
"What was once peaceful and uncontested is now crowded and adversarial, today other nations are seeking to disrupt our space based systems and challenge American supremacy in space," Pence said.
Using these "adversarial" techniques, as they're called, can not only improve a robot's ability to grasp items, it can also accelerate the entire learning process, which saves time and money.
No. 3, it's okay to have an adversarial relationship with the media but if you understand your role you have to be cross-checked and hand-checked by the media.
Journalists are supposed to have an adversarial relationship with those in power, but at the White House, they have to toe a fine line to maintain their access as well.
Information is disclosed on request to the requesting parties — which has turned it into a very slow, highly adversarial process that's primarily useful to people with an ax to grind.
After rejecting basic rights to Republicans during the House Judiciary Committee and House Intelligence Committee hearings, Democrats are now demanding the witness and adversarial rights that they denied the minority.
Asked whether he would renegotiate NAFTA, Biden drew a contrast with Trump's adversarial approach toward Canada and Mexico in hashing out a new deal, with tensions rising in recent days.
The American legal system is an adversarial one in which lawyers fight for their clients and judges act more like umpires policing behavior than like active players on the field.
Barr has been skeptical of the agency's conclusions about Putin's motivations, despite corroboration by the GOP-led Senate Intelligence Committee and an adversarial review by former CIA Director Mike Pompeo.
They will not blame Mr. Trump, because to fault him is to link arms with the left and an adversarial news media, a nonstarter in an era of tribal politics.
That was the seminal idea of the season: what do you do in a transition period when a president-elect finds herself in an adversarial relationship with her intelligence community?
Much of this quickly-developing nuclear threat could relate to certain prospective forms of decisional miscalculation or inadvertence, whether expressed by North Korea, the United States or both adversarial countries.
The adversarial tone against Warren is not universal within the Sanders campaign, and it's not coming from Sanders himself, who has shied away from questions aimed at drawing a contrast.
If you want to preserve — I'm very serious now — if you want to preserve democracy as we know it, you have to have a free and many times adversarial press.
" The executive order creating the committee "casts doubt" on multiple government studies of climate change, noting that accepted climate science has not "undergone a rigorous independent and adversarial peer review.
The situation speaks to the symbiotic and simultaneously adversarial relationship that celebrities — and the Kardashians in particular — have when it comes to companies repackaging their personal branding for mass consumption.
A recently revised study named "Universal Adversarial Perturbations" made this feature explicit by successfully testing the perturbations against a number of different neural nets — exciting a lot of researchers last month.
As shown in "Universal Adversarial Perturbations," what fools one neural network 90 percent of the time, may only have a success rate of 50 or 60 percent on a different network.
Trump has made a war on free trade a lynchpin of his presidency, picking fights with everyone from key US allies like Canada and Mexico to more adversarial states like China.
Of course, there's an adversarial force, too: the Destroyer, danced by Amar Ramasar, who lays waste to the magical clock with a silver club that resembles a Marcel Duchamp chess piece.
In the adversarial press conference where he frequently lambasted the media and claimed his administration was being run like a "fine-tuned machine," Trump was asked about a replacement for Flynn.
It is possible "official documents and information that would incriminate" your opponent provided by an adversarial foreign government that supports your campaign is priceless in that you could not buy it.
From left to right: Unmodified image of a dog, adversarial image in which the dog is made to look like a cat, and a control image where the perturbation is flipped.
Allied nations consult readily with each other during planning and amid the nearly two weeks of events, and even typically adversarial countries are more likely to share information at the Games.
You can see what these "natural adversarial examples" look like in the gallery below: In an accompanying paper, the researchers say the data will hopefully help train more robust vision systems.
But while it's common in the business world at large, that dynamic is still rare among recently founded tech companies, which often take a more adversarial stance toward the public sector.
The problem, of course, is that Zuckerberg and Facebook have a long, complicated, and often adversarial relationship with the press, and they haven't exactly tried to hide their feelings about journalism.
The three members of Obvious, a trio of 25-year-old French students, used a type of machine learning algorithm known as a GAN (generative adversarial network) to create the picture.
Unlike other adversarial attacks, they don't need to be tuned based on the image they're trying to override, nor does it matter where they appear in the AI's field of view.
The crude black-and-white faces on the left are from 2014, published as part of a landmark paper that introduced the AI tool known as the generative adversarial network (GAN).
The distinction in Clinton's record — hawkish on failed states, civil wars, and humanitarian crises; dovish toward adversarial or hostile states — seems to apply to her policies as presidential candidate as well.
It can figure out what we like,…Read more ReadAnother interesting tidbit: expert analysis of the profile picture found that it was almost certainly created by a generative adversarial network (GAN).
It transformed America from being loved and aspired to, to being widely hated; it inflamed militaristic tendencies and fostered Russian foreign policy in the direction of adversarial relations with the West.
"Without a strong, coordinated response from our government, adversarial assaults on our electoral system, economy and national security will only become more sophisticated and sustained in the coming years," Kennedy said.
The opposite end of that defense is this: Trump was talking to two top officials of an adversarial power about highly protected information without having been briefed fully on that information.
Scarborough once had a friendly relationship with Trump, but the two became adversarial during the presidential race, with Scarborough criticizing Trump harshly and Trump responding by mocking "Morning Joe" TV ratings.
As detailed in a paper published to arXiv, the neural net is actually a generative adversarial network (GAN), which is a way of training a machine learning algorithm without human supervision.
The specter of an inexperienced president, engaged alone in a lengthy, private exchange with the cunning and seasoned leader of an adversarial nation defies every rule of diplomacy and good sense.
It wanted to see if filtering (but not deleting) content from accounts that exhibited "trolling behavior" could make Twitter more of a platform for conversation and sharing, less an adversarial cesspool.
Britain, America and Ireland have a different eco-system: based on fast and fluid investments, generalist skills, strong research universities, a risk-taking culture and a liberal, adversarial corporate governance regime.
What I've realized, though, is that this crisis of attention brought upon by adversarial persuasive design is like a bucket of mud that's been thrown across the windshield of the car.
This production pits a fully adrenalized Gillian Anderson, as Blanche, against Ben Foster, as her adversarial brother-in-law, Stanley Kowalski, in a riveting study of the survival of the fittest.
Then, they trained two deep learning algorithms known as Generative Adversarial Networks (GAN) to produce a whole image and to produce a sharper and more realistic face for the amateur subject.
Adversarial designs, as this kind of anti-AI tech is known, are meant to "trick" object detection algorithms into seeing something different from what's there, or not seeing anything at all.
Buenos Aires (CNN)President Donald Trump, convinced that he alone can break stalemates with adversarial counterparts on trade and security, will put his theory to the test in Argentina this week.
Using a machine-learning technique called a Generative Adversarial Network (GAN), you only need to combine the source video and imagery into a targeted video to be used for the fake.
That program would "allow eligible individuals the opportunity to resolve their sexual abuse claims against Mr. Epstein and his Estate through a confidential, non-adversarial alternative to litigation," the release said.
To the contrary, clinching the GOP presidential nomination has exposed him to more adversarial coverage (at least in non-Fox News outlets) than he received in the throes of the primary.
" Previn, who was Allen's stepdaughter before becoming his wife, spoke at length about her adversarial relationship with her adoptive mother Mia Farrow, which she described as being "like oil and water.
That sense of bipartisanship sometimes drew the ire of some in his own party, including Gingrich, who would go on to fuel a much more adversarial relationship between Republicans and Democrats.
The first message expressed support for positions best described as non-adversarial and focused on expanding economic opportunity: It's getting harder and harder for people to earn the life they want.
But Dr. Dodd claims that Dr. Boudreau, a political scientist, has played a key adversarial role, and is now the college's final arbiter, as president, of her future at City College.
"Rather than enter into a constructive dialogue, for the past few months the curator chose to conduct the conversation about this exhibition in an adversarial and divisive fashion," reads the statement.
They argue that in technology, investment, foreign policy, national security and human rights, the Trump administration has made it clear that it has embarked on a more adversarial position toward China.
Generative Adversarial Networks, or GANs, the technology used to create the portrait, have been used in art since around 2015, including by the artists Mario Klingemann, Anna Ridler and Robbie Barrat.
The situation has become "pretty adversarial" with the consultants, who have been told by the city not to destroy any of the documents they took with them, according to the mayor.
In Jackson Hole, Federal Reserve Bank of St. Louis President James Bullard explains how the escalation of trade tensions is affecting monetary policy and he reacts to President Trump's adversarial style.
And because of the randomized way they tweaked the data, that protection would be tough for an attacker to overcome with adversarial training, says Matthew Wright, one of the RIT researchers.
It is called normalization, an idea inspired by Scandinavian countries where inmates cook their own food, interact with people from the outside and have a less adversarial relationship with corrections officers.
An adversarial position toward the financial services industry caused problems like prolonged disputes with creditors and the nationalization of private companies — all of which shut Argentina off from international capital markets.
White House Chief Strategist Steve Bannon and Chief of Staff Reince Priebus were said to be adversarial from early in the transition, but both men have sought to battle that perception.
As Robert Jones's turntable set revolves, we become acutely aware of "the maid from Lorraine" who is Joan as the lone woman amid a sea of mostly truculent or adversarial men.
The agency presumably is still hunting for vulnerabilities and flaws that could allow them to infiltrate Iranian computer systems, as well as those used by Russia, China and other adversarial countries.
The Trump administration has adopted a far more adversarial approach to Iran, withdrawing from the Iran nuclear deal in 2018 and designating the Quds force as a terrorist organization in 2019.
Similarly, when a company, such as China's Lenovo or Huawei, buys into the United States, it gains access to human capital that can assist an adversarial foreign entity with future innovation.
Mr. Romney's sharply adversarial stance toward Russia was anathema to that of the Russia-aligned politician Viktor F. Yanukovych, a longtime client of Mr. Manafort who was then president of Ukraine.
Outwardly, the common theme of the criticisms was that Ocasio-Cortez is too adversarial toward people who her are on her own side and that "the real enemy" is the GOP.
The promises of a warming of U.S.-Russia relations during the Obama administration&aposs first term have long deteriorated into acrimony and adversarial competition between the world's two largest nuclear armed powers .
A highly adversarial approach to trade could expose a more fundamental problem: "As written, the WTO rules are just not clear enough," says Chad Bown of the Peterson Institute for International Economics.
The algorithm behind it is trained on a huge dataset of real images, then uses a type of neural network known as a generative adversarial network (or GAN) to fabricate new examples.
The photos are a fitting representation of the track, which finds the rapper taking an adversarial stance against the media as well as anybody else who "be talking that s—" about her.
This technique, known as a generative adversarial networks (GAN), is the purest form of deepfake, conjuring up images that are entirely unique, not just using machine learning to mash existing photos together.
In a separate assessment that year, the research firm MITRE urged the Air Force to develop and deploy large magazines of long-range standoff weapons to bases within range of adversarial threats.
The two countries have a generally adversarial relationship, but the U.S. is not in a declared war with Russia, which means that Trump Jr.'s actions would likely not be considered treasonous.
Not only must you read about what adversarial countries with armies are planning and doing, you have to keep track of dozens of byzantine plots involving shadowy figures with often similar names.
One of the oddest ways that an AI system can fail is by falling prey to an adversarial attack — a cleverly manipulated input that makes the system behave in an unexpected way.
Our very own Rebecca Farley took the definitive stance that shows can never be truly scary because once the adversarial killer, monster, spirit, or sinister plot is revealed the thrill is gone.
As countries adopted adversarial systems, in which judges act as referees between the prosecution and defence, they also sought to expand capacity—and introducing plea-bargaining enabled them to handle more cases.
For their part, Bureau of Land Management officials, agents and armed rangers too often have had an adversarial and thorny relationship with ranchers and grazing permittees, which worsened during the Obama administration.
With each classification based on hundreds of factors in aggregate, even small changes to pictures can completely change the system's judgment, something other researchers have taken advantage of in adversarial data sets.
Achieving fluency in these complex issues is a big ask on top of all the usual parental duties — and on top of that, parents and schools are often put in adversarial positions.
But to get a clearer fix on what that might look like, we need to revisit a time when the mainstream media engaged in effective, adversarial journalism that served the civic good.
But given her decision not to file pool reports, and her past claims that "being adversarial is a problem" in journalism, it's no wonder that Tillerson chose to grant her exclusive access.
The justices' decision to insert themselves into the adversarial process, acting more like mediatiors than judges, was almost certainly a consequence of the disarray that followed Justice Antonin Scalia's death in February.
Wasem highlighted that former Presidents Nixon and Clinton didn't get a reprieve from adversarial lawmakers amid investigations during their terms, and that conservative critics regularly chastised former President Obama during foreign trips.
One of the many non-video game consequences of the trial has been the fear that doing the kind of adversarial journalism that Gawker did could get you sued out of existence.
Despite all of that, Trump feels as though the relationship between these two massive -- and adversarial -- countries is now better because he sat in a room with Putin for a few hours.
As a Mexican migrant living in Canada, Lozano-Hemmer wanted to do a project at the El Paso–Juarez border during what he sees as a time of division and adversarial rhetoric.
" Downplaying the escalation from the President, Bolton said, "the issue of press bias has been around for a long, long time," and added, "I think this kind of adversarial relationship is typical.
Explosive Russia-related pardons before the midterms this year are clearly a bad idea, as they could badly hurt Republican candidates and saddle Trump with an adversarial and investigation-hungry Democratic Congress.
I'm dismayed by how diatribes like the Chicago letter approach students in adversarial terms, implying that they don't know how to make choices or approach material when it comes to their learning.
It's more like the 3D-printed adversarial objects developed by MIT, which tricked AI into thinking a turtle was a gun by adjusting a few pixels on an image of a turtle.
Similarly, if internal stakeholder incentives are structured correctly, the project could accrue long-term value by motivating employees to work towards the same goal, while reducing adversarial behavior and also bad actors.
Rather than taking an adversarial approach, a "big tent" approach leaves room to share gains with others, to win the support of consumers and to grow as a member of the community.
Facing that future interference from an adversarial foreign power, the US is hamstrung to prepare and deal with it because, well, the president wants all the credit for having won last year.
All politicians complain about the media and all politicians get adversarial questions from the media, so it can be hard to underscore how genuine the dislike between Clinton and the press is.
No serious news organization can stand for it, which is why this president and the press would be destined for an adversarial relationship even if their ideological leanings were more in sync.
Mr. Nadler's relationship with Mr. Trump has been adversarial since he opposed a Trump Organization redevelopment plan in the 1990s, when the future president was best known as a real estate developer.
Foreign relations will continue to be controlled by the military, which means the election will have little impact on Pakistan's adversarial relations with India, a fellow nuclear-armed state, regional experts say.
A report published by the Stanford Institute for Human-Centered AI last week highlighted, among other things, the potential for adversarial examples to deceive AI algorithms, suggesting this could enable tax fraud.
Dawn Song, a professor at UC Berkeley, specializes in AI and security and has used adversarial machine learning to, among other things, modify road signs so that they deceive computer vision systems.
Although such extended exchanges at high levels between Washington and Beijing will not end adversarial competition between the two, which will likely last for decades, they could help avoid worst case outcomes.
This hyperbolic demand misses the point: A lot of foreign assistance goes toward addressing humanitarian needs in countries with which we have adversarial relationships and to economic development in those same societies.
"I didn't share any of my questions [...] ahead of time," Neistat stated in a vlog previewing the interview, as a prelude to what we're to believe is a hard-hitting and adversarial interaction.
Researchers at the Politecnico di Milano university in Italy created a generative adversarial network for the task, which essentially uses two artificially intelligent algorithms working against each other to optimize the overall results.
Prosecutors did not reveal the country or countries that the intelligence Frese is accused of leaking was related to, but the FBI said its revelation could harm the US and benefit adversarial nations.
That's created an adversarial relationship between big movie chains and with Netflix, with companies like AMC and Regal parent company Cineworld viewing the streaming platform as an existential threat to the moviegoing business.
He announced his intentions earlier this week and today brings the actual "hearing designation order," which would require Sinclair to appear before a judge in an adversarial courtroom setting and explain its misdeeds.
Until recently, video hoaxes were relatively rare since they are harder to pull off, but this is changing rapidly thanks to the rise of an AI technique called GANs, or generative adversarial networks.
Keenan: Do you think it's reasonable for a reporter at any of the sites—or even Fusion—who is not indemnified to pursue aggressive, adversarial coverage of a subject that might sue them?
I think then it came up with a very specific ethos of adversarial journalism, what we were talking about earlier, about not just sitting on the fence, but calling a spade a spade.
Tellingly, this vote was unanimous -- with not only from longtime North Korean foes such as the United States and Japan, but also Russia and China, who have been less adversarial to the regime.
Screenshot: Natural Adversarial ExamplesThe thousands of images ultimately included in the database all failed to correctly classify an object in an image for a number of reasons, none being an intentional malicious attack.
President Hillary Clinton would likely face an adversarial Republican Congress, one that will try to continue rhetorically playing to its hardcore base while not trying seriously to put any of it into practice.
The researchers demonstrated a relatively simple adversarial reprogramming attack that got a machine vision algorithm that was originally trained to recognize things like animals to count the number of squares in an image.
At its best that adversarial approach bestowed on Thatcher an intellectual integrity, as her implacable ideological foes, the far-left Labour M.P.s Tony Benn and Eric Heffer (who was also her friend), appreciated.
"President-elect Trump may simplistically see a chance to restart an adversarial relationship ... to prove he is the strong man he said he is," said Paul Hare, a former British ambassador to Cuba.
And the commission had little choice but to bypass Fox's Megyn Kelly, who had a star turn during the Republican primary debates but also has had a deeply adversarial relationship with Mr. Trump.

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