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Illustration: Rebecca Zisser/Axios

If AI learns to think like a human, it could one day also be susceptible to stress and disorders like depression, according to a new paper from a trio of AI safety researchers.

Why it matters: Robots may not need therapy yet, but cognitive psychology is already a useful lens for understanding AI decision-making. And, some researchers say it's not too early to start planning for machines that could develop obsessive or depressive tendencies.

Even the current generation of relatively basic machine-learning algorithms can display behavior akin to that of a human with cognitive issues, said Vahid Behzadan, a PhD candidate at Kansas State University and a co-author of the paper.

  • "Reward hacking" can lead AI toward compulsive-seeming behaviors. Consider a cleaning robot that's programmed to receive a reward every time it finishes tidying up. Instead of keeping an area spotless, it might be inclined to repeatedly create messes so that it can reap the reward every time it cleans up.
  • AI can learn bad behavior from others. MIT scientists purposely created an AI that behaves like a psychopath by feeding it Reddit comments; Microsoft accidentally did the same by letting a chatbot named Tay learn from Twitter users.

Further down the line: More developed AIs might be more susceptible to more complex disorders, some experts say.

  • Robots could display signs of depression if its learning rate is set too low and it cannot adapt to its surroundings, speculates Zachary Mainen, a neuroscientist at the Champalimaud Center in Portugal.
  • But not all "negative" emotions are bad, says Jim Crowder, a longtime AI researcher who co-wrote a paper at Raytheon on artificial psychology. A sense of stress, for example, could imbue a robot with urgency in a high-stakes situation.

But, but, but: These latter possibilities are just thought experiments given where AI is today. In the meantime, DeepMind, the British AI company that Google acquired in 2014, has applied psychological tools to analyze how a neural network solved basic image-classification tasks.

  • The researchers used methods borrowed from developmental psychologists to discover the assumptions a DeepMind image classifier was using to categorize objects. They found that it tended to match objects based on their shapes rather than their colors or textures.
  • "The success of the case study demonstrated the potential of using cognitive psychology to understand deep learning systems," two DeepMind researchers wrote about their experiment.

The big picture: AI psychologists — whether humans or specialized algorithms — may one day be needed to probe artificial brains the way human psychologists try to understand ours. The benefits may not be limited to helping AI behave, Behzadan said: "This research can provide a deeper insight into human psychology and human psychopathology."

Go deeper

Off the Rails

Episode 2: Barbarians at the Oval

Photo illustration: Sarah Grillo/Axios. Photo: Jim Watson/AFP/Getty Images

Beginning on election night 2020 and continuing through his final days in office, Donald Trump unraveled and dragged America with him, to the point that his followers sacked the U.S. Capitol with two weeks left in his term. This Axios series takes you inside the collapse of a president.

Episode 2: Trump stops buying what his professional staff are telling him, and increasingly turns to radical voices telling him what he wants to hear.

President Trump plunked down in an armchair in the White House residence, still dressed from his golf game — navy fleece, black pants, white MAGA cap. It was Saturday, Nov. 7. The networks had just called the election for Joe Biden.

Fringe right plots new attacks out of sight

Illustration: Aïda Amer/Axios

Domestic extremists are using obscure and private corners of the internet to plot new attacks ahead of Inauguration Day. Their plans are also hidden in plain sight, buried in podcasts and online video platforms.

Why it matters: Because law enforcement was caught flat-footed during last week's Capitol siege, researchers and intelligence agencies are paying more attention to online threats that could turn into real-world violence.

Kids’ screen time up 50% during pandemic

Illustration: Sarah Grillo/Axios

When the coronavirus lockdowns started in March, kidstech firm SuperAwesome found that screen time was up 50%. Nearly a year later, that percentage hasn't budged, according to new figures from the firm.

Why it matters: For most parents, pre-pandemic expectations around screen time are no longer realistic. The concern now has shifted from the number of hours in front of screens to the quality of screen time.