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Acquisition of Chess Knowledge in AlphaZero. (arXiv:2111.09259v3 [cs.AI] UPDATED)
Aug. 19, 2022, 1:11 a.m. | Thomas McGrath, Andrei Kapishnikov, Nenad Tomašev, Adam Pearce, Demis Hassabis, Been Kim, Ulrich Paquet, Vladimir Kramnik
stat.ML updates on arXiv.org arxiv.org
What is learned by sophisticated neural network agents such as AlphaZero?
This question is of both scientific and practical interest. If the
representations of strong neural networks bear no resemblance to human
concepts, our ability to understand faithful explanations of their decisions
will be restricted, ultimately limiting what we can achieve with neural network
interpretability. In this work we provide evidence that human knowledge is
acquired by the AlphaZero neural network as it trains on the game of chess. By …
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