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representative citing papers

PAWN: Piece Value Analysis with Neural Networks

cs.LG · 2026-04-16 · unverdicted · novelty 5.0

A CNN autoencoder that encodes the entire chessboard state improves MLP prediction of relative piece values by 16% MAE reduction to roughly 0.65 pawns using 12 million Stockfish-labeled positions from grandmaster games.

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