Experience Counts: Research proposes an upgrade to experience replay.
Reinforcement Learning

Experience Counts: Research proposes an upgrade to experience replay.

If the world changes every second and you take a picture every 10 seconds, you won’t have enough pictures to observe the changes clearly, and storing a series of pictures won’t help. On the other hand, if you take a picture every tenth of a second, then storing a history will help model the world.

August 26, 20202 min read
Experience Counts: Research proposes an upgrade to experience replay.
Reinforcement Learning

Experience Counts: Research proposes an upgrade to experience replay.

If the world changes every second and you take a picture every 10 seconds, you won’t have enough pictures to observe the changes clearly, and storing a series of pictures won’t help. On the other hand, if you take a picture every tenth of a second, then storing a history will help model the world.

August 26, 20202 min read
AI Versus Ace: An AI fighter pilot beat a human ace in a virtual dogfight.
Reinforcement Learning

AI Versus Ace: An AI fighter pilot beat a human ace in a virtual dogfight.

An autonomous fighter pilot shot down a human aerial ace in virtual combat. Built by defense contractor Heron Systems, the system also defeated automated rivals from seven other companies to win the AlphaDogfight trial.

August 26, 20202 min read
Deepfakes for Good: Tencent on the commercial value of deepfakes
Reinforcement Learning

Deepfakes for Good: Tencent on the commercial value of deepfakes

A strategy manifesto from one of China’s biggest tech companies declares, amid familiar visions of ubiquitous AI, that deepfakes are more boon than bane.

August 19, 20202 min read
Deepfakes for Good: Tencent on the commercial value of deepfakes
Reinforcement Learning

Deepfakes for Good: Tencent on the commercial value of deepfakes

A strategy manifesto from one of China’s biggest tech companies declares, amid familiar visions of ubiquitous AI, that deepfakes are more boon than bane.

August 19, 20202 min read
Same Job, Different Scenery: A reinforcement learning technique for visual changes
Reinforcement Learning

Same Job, Different Scenery: A reinforcement learning technique for visual changes

People who take driving lessons during daytime don’t need instruction in driving at night. They recognize that the difference doesn’t disturb their knowledge of how to drive. Similarly, a new reinforcement learning method manages superficial variations in the environment without re-training.

August 19, 20202 min read
Same Job, Different Scenery: A reinforcement learning technique for visual changes
Reinforcement Learning

Same Job, Different Scenery: A reinforcement learning technique for visual changes

People who take driving lessons during daytime don’t need instruction in driving at night. They recognize that the difference doesn’t disturb their knowledge of how to drive. Similarly, a new reinforcement learning method manages superficial variations in the environment without re-training.

August 19, 20202 min read
AI Steps Up: This prosthetic leg uses AI to learn a human-like stride.
Reinforcement Learning

AI Steps Up: This prosthetic leg uses AI to learn a human-like stride.

A prosthetic leg that learns from the user’s motion could help amputees walk more naturally. Researchers from the University of Utah designed a robotic leg that uses machine learning to generate a human-like stride.

August 5, 20202 min read
AI Steps Up: This prosthetic leg uses AI to learn a human-like stride.
Reinforcement Learning

AI Steps Up: This prosthetic leg uses AI to learn a human-like stride.

A prosthetic leg that learns from the user’s motion could help amputees walk more naturally. Researchers from the University of Utah designed a robotic leg that uses machine learning to generate a human-like stride.

August 5, 20202 min read
Eyes on the Prize: Vision-only reinforcement learning improves generalizability.
Reinforcement Learning

Eyes on the Prize: Vision-only reinforcement learning improves generalizability.

When the chips are down, humans can track critical details without being distracted by irrelevancies. New research helps reinforcement learning models similarly focus on the most important details.

July 29, 20202 min read
Eyes on the Prize: Vision-only reinforcement learning improves generalizability.
Reinforcement Learning

Eyes on the Prize: Vision-only reinforcement learning improves generalizability.

When the chips are down, humans can track critical details without being distracted by irrelevancies. New research helps reinforcement learning models similarly focus on the most important details.

July 29, 20202 min read
Monsters in Motion: Source of Madness is an AI-powered Lovecraftian nightmare.
Reinforcement Learning

Monsters in Motion: Source of Madness is an AI-powered Lovecraftian nightmare.

How do you control a video game that generates a host of unique monsters for every match? With machine learning, naturally. The otherworldly creatures in Source of Madness learn how to target players through reinforcement learning.

July 15, 20201 min read
Monsters in Motion: Source of Madness is an AI-powered Lovecraftian nightmare.
Reinforcement Learning

Monsters in Motion: Source of Madness is an AI-powered Lovecraftian nightmare.

How do you control a video game that generates a host of unique monsters for every match? With machine learning, naturally. The otherworldly creatures in Source of Madness learn how to target players through reinforcement learning.

July 15, 20201 min read
Visual Strategies for RL: Plan2Vec helps reinforcement learning with complex tasks.
Reinforcement Learning

Visual Strategies for RL: Plan2Vec helps reinforcement learning with complex tasks.

Reinforcement learning can beat humans at video games, but humans are better at coming up with strategies to master more complex tasks. New work enables neural networks to connect the dots.

June 10, 20202 min read
Visual Strategies for RL: Plan2Vec helps reinforcement learning with complex tasks.
Reinforcement Learning

Visual Strategies for RL: Plan2Vec helps reinforcement learning with complex tasks.

Reinforcement learning can beat humans at video games, but humans are better at coming up with strategies to master more complex tasks. New work enables neural networks to connect the dots.

June 10, 20202 min read

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