6 papers
A brief review of evolutionary game dynamics in the reinforcement learning paradigm
Guozhong Zheng, Xin Ou, Shengfeng Deng +2
Cooperation, fairness, trust, and resource coordination are cornerstones of modern civilization, yet their emergence remains inadequately explained by the persistent discrepancies…
Decoding species coexistence: A reinforcement learning perspective
Kaiwen Jiang, Chenyang Zhao, Shengfeng Deng +3
A central goal in ecology is to understand how biodiversity is maintained. Previous theoretical works have employed the rock-paper-scissors (RPS) game as a toy model, demonstrating…
Optimal coordination of resources: A solution from reinforcement learning
Guozhong Zheng, Weiran Cai, Guanxiao Qi +2
Efficient allocation is important in nature and human society, where individuals frequently compete for limited resources. The Minority Game (MG) is perhaps the simplest toy model…
Evolution of cooperation with Q-learning: the impact of information perception
Guozhong Zheng, Zhenwei Ding, Jiqiang Zhang +3
The inherent complexity of human beings manifests in a remarkable diversity of responses to intricate environments, enabling us to approach problems from varied perspectives. Howev…
Evolution of cooperation in a bimodal mixture of conditional cooperators
Chenyang Zhao, Xinshi Feng, Guozhong Zheng +3
Extensive behavioral experiments reveal that conditional cooperation is a prevalent phenomenon. Previous game-theoretical studies have predominantly relied on hard-manner models, w…
Decoding fairness: a reinforcement learning perspective
Guozhong Zheng, Jiqiang Zhang, Xin Ou +2
Behavioral experiments on the ultimatum game (UG) reveal that we humans prefer fair acts, which contradicts the prediction made in orthodox Economics. Existing explanations, howeve…