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Interaction state Q-learning promotes cooperation in the spatial prisoner's dilemma game

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  1. Zhang, Yali & Lu, Yikang & Jin, Haoyu & Dong, Yuting & Du, Chunpeng & Shi, Lei, 2024. "The impact of dynamic reward on cooperation in the spatial public goods game," Chaos, Solitons & Fractals, Elsevier, vol. 187(C).
  2. Bai, Xi & Ye, Ye & Chen, Tong & Xie, Nenggang, 2024. "The evolutionary game of emotions considering the influence of reputation," Applied Mathematics and Computation, Elsevier, vol. 474(C).
  3. Zhou, Meng & Yang, Yanlong & Xiang, Shuwen, 2025. "Effect of community learning mechanism on cooperation in conflict societies," Chaos, Solitons & Fractals, Elsevier, vol. 192(C).
  4. Zhang, Qianwei & Tang, Rui & Lu, Yilun & Wang, Xinyu, 2024. "The impact of anxiety on cooperative behavior: A network evolutionary game theory approach," Applied Mathematics and Computation, Elsevier, vol. 474(C).
  5. Yu, Xilai & Xia, Kefan & Gao, Shiping, 2026. "Cooperation and the incentive power distribution on multi-layer hierarchical networks," Applied Mathematics and Computation, Elsevier, vol. 512(C).
  6. Lin, Jiaying & Long, Pinduo & Liang, Jinfeng & Dai, Qionglin & Li, Haihong & Yang, Junzhong, 2025. "The coevolution of cooperation: Integrating Q-learning and occasional social interactions in evolutionary games," Chaos, Solitons & Fractals, Elsevier, vol. 194(C).
  7. Dai, Hui & Wang, Xiaoyue & Lu, Yikang & Hou, Yunxiang & Shi, Lei, 2024. "The effect of intraspecific cooperation in a three-species cyclic predator-prey model," Applied Mathematics and Computation, Elsevier, vol. 470(C).
  8. Qin, Lijuan & Zhang, Yali & Du, Chunpeng & Duan, Xiaofang & Lu, Yikang, 2025. "Coupling static opinions with evolutionary games: Shaping cooperation in spatial social dilemmas," Chaos, Solitons & Fractals, Elsevier, vol. 199(P2).
  9. Wang, Chengjie & Deng, Juan & Zhao, Hui & Li, Li, 2024. "Effect of Q-learning on the evolution of cooperation behavior in collective motion: An improved Vicsek model," Applied Mathematics and Computation, Elsevier, vol. 482(C).
  10. Yang, Guoli & Wu, Yu'e & Cavaliere, Matteo, 2024. "Information-driven cooperation on adaptive cyber-physical systems," Applied Mathematics and Computation, Elsevier, vol. 466(C).
  11. Lee, Hsuan-Wei & Weng, Yi-Ning, 2025. "Granular Q-learning adaptation boosts collective welfare in multi-agent Prisoner’s Dilemma," Chaos, Solitons & Fractals, Elsevier, vol. 199(P1).
  12. Lv, Shaojie & Li, Jiaying & Zhao, Changheng, 2025. "Reinforcement learning in spatial public goods games with environmental feedbacks," Chaos, Solitons & Fractals, Elsevier, vol. 195(C).
  13. Yue, Hongyu & Xiong, Xiaojin & Feng, Minyu & Szolnoki, Attila, 2025. "Dynamic evolution of cooperation based on adaptive reputation threshold and game transition," Chaos, Solitons & Fractals, Elsevier, vol. 199(P1).
  14. Lin, Jiaying & Yang, Junzhong, 2025. "Emotion-coupled Q-learning with cognitive bias enhances cooperation in evolutionary prisoner’s dilemma games," Chaos, Solitons & Fractals, Elsevier, vol. 200(P1).
  15. An, Tianbo & Zhang, Huizhen & Zhang, Zhanshuo & Liu, Guanghui & Li, Jiayu & Chen, Liangyu & Wang, Zhen, 2025. "Cooperation dynamics driven by reinforcement learning with interactive diversity in structured populations," Chaos, Solitons & Fractals, Elsevier, vol. 201(P2).
  16. Mangold, Gustavo C. & Vainstein, Mendeli H. & Fernandes, Heitor C.M., 2025. "Dilution, diffusion and symbiosis in spatial prisoner’s dilemma with reinforcement learning," Chaos, Solitons & Fractals, Elsevier, vol. 201(P3).
  17. Yang, Qianxi & Yang, Yanlong, 2024. "A social monitoring mechanism for third-party judges promotes cooperation in evolutionary games," Applied Mathematics and Computation, Elsevier, vol. 483(C).
  18. Pi, Jinxiu & Wang, Chun & Zhou, Die & Tang, Wei & Yang, Guanghui, 2024. "Evolutionary dynamics of N-person snowdrift game with two thresholds in well-mixed and structured populations," Chaos, Solitons & Fractals, Elsevier, vol. 180(C).
  19. Xie, Kai & Szolnoki, Attila, 2026. "Reinforcement learning in evolutionary game theory: A brief review of recent developments," Applied Mathematics and Computation, Elsevier, vol. 510(C).
  20. Lv, Rongjian & Li, Hua & Sun, Qiubai & Gao, Qiyue & Li, Bowen, 2026. "Evolution of group behaviour in the ecological snowdrift game-level-headed and impatient delayed epidemic model under emergencies," Applied Mathematics and Computation, Elsevier, vol. 509(C).
  21. Xu, Wei & Li, Dandan & Han, Dun & Sun, Mei, 2024. "The impact of relationship stickiness and memory on the evolution of individual behavior," Chaos, Solitons & Fractals, Elsevier, vol. 183(C).
  22. Rao, Wenjia & Han, Miao & Xu, Wangfang, 2025. "Emergent coordination without symmetry breaking in Minority Game via policy-based reinforcement learning," Chaos, Solitons & Fractals, Elsevier, vol. 198(C).
  23. Huang, Yijie, 2025. "The evolution of cooperation in multi-games with reinforcement learning," Chaos, Solitons & Fractals, Elsevier, vol. 201(P2).
  24. Zhang, Yongqiang & Zheng, Zehao & Zhang, Xiaoming & Ma, Jinlong, 2025. "A layered strategy updating mechanism for spatial public goods game with punishment," Chaos, Solitons & Fractals, Elsevier, vol. 201(P2).
  25. Krellner, Marcus & Han, The Anh, 2025. "Words are not wind - how public joint commitment and reputation solve the Prisoner's Dilemma," Applied Mathematics and Computation, Elsevier, vol. 506(C).
  26. Shen, Shaofei & Zhang, Xuejun & Xu, Aobo & Duan, Taisen, 2024. "An adaptive exploration mechanism for Q-learning in spatial public goods games," Chaos, Solitons & Fractals, Elsevier, vol. 189(P1).
  27. Wang, Weining & Shang, Lihui & Wu, Yipeng & Hu, Mingjian & Wang, Weiyu, 2025. "Bio-inspired mechanism promotes cooperation in spatial public goods games," Chaos, Solitons & Fractals, Elsevier, vol. 200(P3).
  28. Zhang, Huizhen & An, Tianbo & Yan, Pingping & Hu, Kaipeng & An, Jinjin & Shi, Lijuan & Zhao, Jian & Wang, Jingrui, 2024. "Exploring cooperative evolution with tunable payoff’s loners using reinforcement learning," Chaos, Solitons & Fractals, Elsevier, vol. 178(C).
  29. He, Jialu & Cui, Lei, 2024. "The persistence-based game transition resolves the social dilemma," Applied Mathematics and Computation, Elsevier, vol. 477(C).
  30. Yang, Yujin & Zhao, Dawei & Wang, Juan, 2025. "Evolution of cooperation in spatial public goods games driven by reinforcement learning and environmental feedback," Chaos, Solitons & Fractals, Elsevier, vol. 199(P1).
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