cs.AI updates on arXiv.org 08月20日
AI sustains higher strategic tension than humans in chess
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本文通过对比人类与人类、AI与AI的棋局动态,提出基于网络的棋子交互度量方法,揭示AI玩家在战略紧张度上优于人类玩家,并分析其背后的算法复杂性与人类认知局限。

arXiv:2508.13213v1 Announce Type: new Abstract: Strategic decision-making involves managing the tension between immediate opportunities and long-term objectives. We study this trade-off in chess by characterizing and comparing dynamics between human vs human and AI vs AI games. We propose a network-based metric of piece-to-piece interaction to quantify the ongoing strategic tension on the board. Its evolution in games reveals that the most competitive AI players sustain higher levels of strategic tension for longer durations than elite human players. Cumulative tension varies with algorithmic complexity for AI and correspondingly in human-played games increases abruptly with expertise at about 1600 Elo and again at 2300 Elo. The profiles reveal different approaches. Highly competitive AI tolerates interconnected positions balanced between offensive and defensive tactics over long periods. Human play, in contrast, limits tension and game complexity, which may reflect cognitive limitations and adaptive strategies. The difference may have implications for AI usage in complex, strategic environments.

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人工智能 棋局分析 战略决策
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