PDF] Acquisition of chess knowledge in AlphaZero
Por um escritor misterioso
Last updated 20 março 2025
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Remarkably, there are many strong correspondences between human concepts and AlphaZero’s representations that emerge during training, even though none of these concepts were initially present in the network. Significance Seventy years ago, Alan Turing conjectured that a chess-playing machine could be built that would self-learn and continuously profit from its own experience. The AlphaZero system—a neural network-powered reinforcement learner—passed this milestone. In this paper, we ask the following questions. How did it do it? What did it learn from its experience, and how did it encode it? Did it learn anything like a human understanding of chess, in spite of having never seen a human game? Remarkably, we find many strong correspondences between human concepts and AlphaZero’s representations that emerge during training, even though none of these concepts were initially present in the network.
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ASoT] Natural abstractions and AlphaZero — LessWrong
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PDF] Acquisition of chess knowledge in AlphaZero
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Natural sciences and chess: A romantic relationship missing from
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Is AlphaZero really a scientific breakthrough in AI?
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Acquisition of Chess Knowledge in AlphaZero
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GitHub - asdfjkl/neural_network_chess: Free Book about Deep
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PDF] Acquisition of chess knowledge in AlphaZero
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AlphaZero: Four Hours to World Class from a Standing Start
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Acquisition of chess knowledge in AlphaZero
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PDF] Acquisition of chess knowledge in AlphaZero
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Acquisition of chess knowledge in AlphaZero
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