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In the news | TechCrunch

Microsoft’s AI beats Ms. Pac-Man 

June 15, 2017

Microsoft subsidiary Maluuba used multiple individual AI agents to defeat the video game -- a long-time challenge for the AI and human community.

Maluuba's Hybrid Reward Architecture
Microsoft Research Blog

Hybrid Reward Architecture (HRA) Achieving super-human performance on Ms. Pac-Man 

June 14, 2017

Games are popular as a test-bed for new machine learning techniques because they can be very challenging and allow for easy analysis of new learning techniques in a controlled environment. For reinforcement learning, where the goal is to learn good…

In the news | Mashable

An AI just beat ‘Ms. Pac-Man.’ We’re doomed. 

June 14, 2017

Ms. Pac-Man was supposed to be the more difficult arcade game. But now it's been laid low — like chess, Go, and poker before it — by artificial intelligence. Researchers with deep learning company Maluuba, which Microsoft acquired earlier this…

In the news | The Verge

Sorry humans, Microsoft’s AI is the first to reach a perfect Ms. Pac-Man score 

June 14, 2017

Sorry humans, Microsoft's AI is the first to reach a perfect Ms. Pac-Man score. AI researchers have a documented penchant for using video games to test machine learning.

In the news | c|net

Microsoft AI gets maximum score possible on Ms. Pac-Man 

June 14, 2017

It's official. Humans are now second-best at playing Ms. Pac-Man, a 1980s twist on the arcade classic, involving eating pellets and being chased by ghosts. It was rated as one of the hardest games for an AI to beat, but…

In the news | Parkinson's Life

“Project Emma” tremor-reducing watch unveiled by Microsoft CEO 

June 14, 2017

The team behind an innovative vibrating wristwatch that helped Emma Lawton—who lives with young-onset Parkinson's disease—to draw again, introduced the device at a prestigious tech conference.

In the news | TIME

Robots to Humans: You Lose. We Just Finally Conquered Ms. Pac-Man 

June 14, 2017

A group of tech superheroes — also known as researchers at recent Microsoft acquisition Maluuba — have achieved the seeming impossible, and reached the maximum possible score on classic 1980s Atari game Ms. Pac-Man.

In the news | Business Insider

A Microsoft robot got the highest all-time score in ‘Ms. Pac-Man’ 

June 14, 2017

Game over, man. A Microsoft-made artificial-intelligence system has achieved a perfect score of 999,990 points on the Atari 2600 version of the classic "Ms. Pac-Man" — making it very likely the first time anybody, human or robot, has "beaten" the…

In the news | Wired

Microsoft Masters Ms. Pac-Man With a Horde of AI Agents 

June 14, 2017

How defeating a classic 1982 videogame could help Microsoft make better enterprise software.

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