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最后,PSRO functions at a broader level. It keeps a collection of strategies per player, constructs a payoff matrix by calculating expected outcomes for all strategy combinations, and employs a meta-strategy solver to assign probabilities across the set. Best responses are iteratively trained against this distribution and included in the pool. The meta-strategy solver—which determines the population distribution—is the key element targeted for automated improvement in this study. Experiments utilized precise best response calculations and exact payoff values, eliminating randomness from Monte Carlo sampling.

随着终结多智能体管道割裂难题领域的不断深化发展,我们有理由相信,未来将涌现出更多创新成果和发展机遇。感谢您的阅读,欢迎持续关注后续报道。

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