Scholarlink

This paper explores the stable equilibrium strategy in the Cournot duopoly game algorithm. Based on decentralized learning with centralized evaluation, it treats the joint decision in a single time step as a Cournot duopoly model and designs a Heterogeneous Variational Autoencoder to model the peer strategies in decentralized execution. This approach breaks the bottleneck of existing centralized evaluation in terms of strategy stability, eliminates the impact of strategy bias caused by decentralized learning, and obtains a more stable and effective joint strategy. Furthermore, it provides a new multi-agent game solution for scenarios where the original dynamic model of aircraft is complex and optimal decision-making is difficult to solve.

错误：搜索内容不能为空，请输入英文关键词
错误：关键词超出字数限制，请精简
高级检索

Research on Multi-agent Game Methods Based on the Cournot Duopoly Strategy Model

  • 会议论文

  • 发表日期：

    2026年

查看全文
  • Chuang Song,
  • Beiya Yang,
  • Yuting Liu,
  • Hongyin Zhao,
  • Yutao Zhuang

摘要

This paper explores the stable equilibrium strategy in the Cournot duopoly game algorithm. Based on decentralized learning with centralized evaluation, it treats the joint decision in a single time step as a Cournot duopoly model and designs a Heterogeneous Variational Autoencoder to model the peer strategies in decentralized execution. This approach breaks the bottleneck of existing centralized evaluation in terms of strategy stability, eliminates the impact of strategy bias caused by decentralized learning, and obtains a more stable and effective joint strategy. Furthermore, it provides a new multi-agent game solution for scenarios where the original dynamic model of aircraft is complex and optimal decision-making is difficult to solve.