PPO-CFR Algorithm.pdf

SSI-2022-0216.pdf
Preview of PPO-CFR Algorithm
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📊 Size: 4.72 MB
📄 Pages: 17 pages
⬇️ Downloads: 17

Summary

非完全信息下基于PPO-CFR的扩展式博弈决策是一种新的算法,结合了强化学习的近端策略优化(PPO)和反事实后悔最小化(CFR)算法。该算法通过训练一个智能体来选择最合适的后悔更新方法,以提高CFR算法的泛化能力。实验结果表明,PPO-CFR算法在通用扑克博弈中具有更好的泛化性能和更低的可利用度,迭代策略更为逼近纳什均衡策略。

Description

非完全信息下基于PPO-CFR的扩展式博弈决策是一种新的算法,结合了强化学习的近端策略优化(PPO)和反事实后悔最小化(CFR)算法。该算法通过训练一个智能体来选择最合适的后悔更新方法,以提高CFR算法的泛化能力。实验结果表明,PPO-CFR算法在通用扑克博弈中具有更好的泛化性能和更低的可利用度,迭代策略更为逼近纳什均...

Technical Information

  • File Format: PDF
  • File Size: 4.72 MB
  • Pages: 17
  • Language: EN
  • Total Downloads: 17
  • Last Updated: 3 months ago

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