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个人简介
My primary research interest is in the area of multi-agent systems. I am interested in the issues of scale, non-stationarity, communication and sample complexity in multi-agent learning systems. As a consequence, my area of work is in the intersection of Reinforcement Learning and Game Theory. I am also highly interested in theoretical aspects of Reinforcement Learning. I have two important and related long term research goals. The first is to bridge the widening gap between the theoretical understanding and empirical advances of Multi-agent Reinforcement Learning. The second is to make multi-agent learning algorithms applicable to a variety of large-scale real-world problems.
研究兴趣
论文共 21 篇作者统计合作学者相似作者
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Chris Beeler,Sriram Ganapathi Subramanian, Kyle Sprague, Mark Baula, Nouha Chatti, Amanuel Dawit,Xinkai Li, Nicholas Paquin, Mitchell Shahen, Zihan Yang,Colin Bellinger,Mark Crowley,
DIGITAL DISCOVERYno. 4 (2024): 742-758
Chris Beeler,Sriram Ganapathi Subramanian,Kyle Sprague, Nouha Chatti,Colin Bellinger, Mitchell Shahen, Nicholas Paquin, Mark Baula, Amanuel Dawit,Zihan Yang,Xinkai Li,Mark Crowley,
CoRR (2023)
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AAMAS '23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systemspp.2589-2591, (2023)
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IJCAI '23: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligencepp.6884-6889, (2023)
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Frontiers in artificial intelligence (2022): 805823-805823
arxiv(2021)
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