Facilitating cooperation in human-agent hybrid populations through autonomous agents by Hao Guo, Chen Shen, Shuyue Hu, Junliang Xing, Pin Tao, Yuanchun Shi, Zhen Wang

“…Understanding how cooperation emerges in human-agent hybrid populations is a topic of significant interest, particularly in the realm of evolutionary game theory. In this article, we scrutinize how cooperative and defective Autonomous Agents (AAs) influence human cooperation in social dilemma games with a one-shot setting. …”
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Local and global stimuli in reinforcement learning by Danyang Jia, Hao Guo, Zhao Song, Lei Shi, Xinyang Deng, Matjaž Perc, Zhen Wang

“…In efforts to resolve social dilemmas, reinforcement learning is an alternative to imitation and exploration in evolutionary game theory. While imitation and exploration rely on the performance of neighbors, in reinforcement learning individuals alter their strategies based on their own performance in the past. …”
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