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Image Credit: Arxiv

Search-contempt: a hybrid MCTS algorithm for training AlphaZero-like engines with better computational efficiency

  • A new hybrid variant of the Monte Carlo Tree Search (MCTS) algorithm, called search-contempt, has been introduced to improve the computational efficiency of training AlphaZero-like engines.
  • The search-contempt algorithm alters the distribution of positions generated in self-play, emphasizing more challenging positions.
  • It has been demonstrated to significantly enhance the strength of engines in Odds Chess.
  • The use of search-contempt enables the possibility of training self-play based engines with fewer training games, lowering the computational and financial costs.

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