389 citations · 2.9k across the 113 of their papers we have counts for
Showing 2001Show all
2 papers · 1 filter
cs.LG2001
Learning to Cooperate via Policy Search
Leonid Peshkin, Kee-Eung Kim, Nicolas Meuleau +1
Cooperative games are those in which both agents share the same payoff structure. Value-based reinforcement-learning algorithms, such as variants of Q-learning, have been applied t…
cs.LG2001★ 92 cited
Learning Policies with External Memory
Leonid Peshkin, Nicolas Meuleau, Leslie Kaelbling
In order for an agent to perform well in partially observable domains, it is usually necessary for actions to depend on the history of observations. In this paper, we explore a {\i…