activity
20202026
most citedEvolution of cooperation in the public goods game with Q-learning

41 citations · 168 across the 17 of their papers we have counts for

collaborators

20 papers

q-bio.PE2026

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…

q-bio.PE2025★ 2 cited

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…

cs.LG2024★ 6 cited

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…

physics.soc-ph2024

Cooperation in Public Goods Games: Leveraging Other-Regarding Reinforcement Learning on Hypergraphs

Bo-Ying Li, Zhen-Na Zhang, Guo-Zhong Zheng +3

Cooperation as a self-organized collective behavior plays a significant role in the evolution of ecosystems and human society. Reinforcement learning (RL) offers a new perspective,…

q-bio.PE2024★ 41 cited

Evolution of cooperation in the public goods game with Q-learning

Guozhong Zheng, Jiqiang Zhang, Shengfeng Deng +2

Recent paradigm shifts from imitation learning to reinforcement learning (RL) is shown to be productive in understanding human behaviors. In the RL paradigm, individuals search for…

q-bio.PE2024★ 6 cited

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…