Browsing Computer Science (CS) by Author "Chang, Yu-Han"
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All learning is local: Multi-agent learning in global reward games
Chang, Yu-Han; Ho, Tracey; Kaelbling, Leslie P. (2004-01)In large multiagent games, partial observability, coordination, and credit assignment persistently plague attempts to design good learning algorithms. We provide a simple and efficient algorithm that in part uses a linear ... -
Playing is believing: the role of beliefs in multi-agent learning
Chang, Yu-Han; Kaelbling, Leslie P. (2003-01)We propose a new classification for multi-agent learning algorithms, with each league of players characterized by both their possible strategies and possible beliefs. Using this classification, we review the optimality of ...