activity
20232025
most citedEvolution of cooperation in the public goods game with Q-learning

41 citations · 82 across the 8 of their papers we have counts for

collaborators

8 papers

q-bio.PE2025

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…

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…

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…

q-bio.PE2024★ 10 cited

Catalytic evolution of cooperation in a population with behavioural bimodality

Anhui Sheng, Jing Zhang, Guozhong Zheng +3

The remarkable adaptability of humans in response to complex environments is often demonstrated by the context-dependent adoption of different behavioral modes. However, the existi…

physics.soc-ph2024★ 13 cited

Emergence of anti-coordinated patterns in snowdrift game by reinforcement learning

Zhen-Wei Ding, Ji-Qiang Zhang, Guo-Zhong Zheng +4

Patterns by self-organization in nature have garnered significant interest in a range of disciplines due to their intriguing structures. In the context of the snowdrift game (SDG),…

physics.soc-ph2023★ 6 cited

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…

physics.soc-ph2023★ 4 cited

A Generative Hypergraph Model for Double Heterogeneity

Zhao Li, Jing Zhang, Jiqiang Zhang +3

While network science has become an indispensable tool for studying complex systems, the conventional use of pairwise links often shows limitations in describing high-order interac…