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Improving Strategic Decisions in Sequential Games by Exploiting Positional Similarity

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We study the strategic similarity of game positions in two-player extensive games of perfect information by looking at the structure of their local game trees, with the aim of improving… Click to show full abstract

We study the strategic similarity of game positions in two-player extensive games of perfect information by looking at the structure of their local game trees, with the aim of improving the performance of game-playing agents in detecting forcing continuations. We present a range of measures over the induced game trees and compare them against benchmark problems in chess, observing a promising level of accuracy in matching up trap states. Our results can be applied to chess-like interactions where forcing moves play a role, such as those arising in bargaining and negotiation.

Keywords: improving strategic; similarity; strategic decisions; sequential games; game; decisions sequential

Journal Title: Games
Year Published: 2023

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