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Here's a video showing the system described in the paper playing various Atari games: https://www.youtube.com/watch?v=EfGD2qveGdQ

It's incredible that it determined optimal ways to win

Yes I wonder what the criteria were - what defines "winning" in each game..

High score. All in the paper.