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arXiv:2410.02333physics.soc-ph

Fragility of Chess positions: measure, universality and tipping points

Marc Barthelemy

Abstract

We introduce a novel metric to quantify the fragility of chess positions using the interaction graph of pieces. This fragility score $F$ captures the tension within a position and serves as a strong indicator of tipping points in a game. In well-known games, maximum fragility often aligns with decisive moments marked by brilliant moves. Analyzing a large dataset of games, we find that fragility typically peaks around move $15$, with pawns ($\approx 60\%$) and knights ($\approx 20\%$) frequently involved in high-tension positions. Comparing the Stockfish evaluation with the fragility score, we observe that the maximum fragility ply often serves as a critical turning point, where the moves made afterward can determine the outcome of the game. Remarkably, average fragility curves show a universal pattern across a wide range of players, games, and openings, with a subtle deviation observed in games played by the engine Stockfish. Our analysis reveals a gradual buildup of fragility starting around $8$ moves before the peak, followed by a prolonged fragile state lasting up to $15$ moves. This suggests a gradual intensification of positional tension leading to decisive moments in the game. These insights offer a valuable tool for both players and engines to assess critical moments in chess.

arXiv comments
8 pages, 7 figures, 1 table (Final published version)
Journal reference
Phys. Rev. E 111, 014314, 2025
DOI
Subjects
physics.soc-phPhysics and Society cond-mat.dis-nnDisordered Systems and Neural Networks

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    • PDF for the related paper: https://arxiv.org/pdf/2410.02333 You'll have to read about the metric used in the paper. My summary - fragility score - depends on attacked pieces that can attack/defend other pieces. "Interestingly, the maximum fragility score often highlights the…

      canucker2016View on HNParent context

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