145 citations · 145 across the 15 of their papers we have counts for
4 papers · 1 filter
Regularized policy gradient with learned mixtures of Gaussians for games with continuous actions
Ondřej Kubíček, Viliam Lisý, Tuomas Sandholm
Most successes of superhuman game-playing algorithms are in games with discrete actions, yet in auctions, robotics, sports, or trading, actions are nearly continuous. Prior techniq…
A Multiagent Path Search Algorithm for Large-Scale Coalition Structure Generation
Redha Taguelmimt, Samir Aknine, Djamila Boukredera +2
Coalition structure generation (CSG), i.e. the problem of optimally partitioning a set of agents into coalitions to maximize social welfare, is a fundamental computational problem…
Faster Optimal Coalition Structure Generation via Offline Coalition Selection and Graph-Based Search
Redha Taguelmimt, Samir Aknine, Djamila Boukredera +2
Coalition formation is a key capability in multi-agent systems. An important problem in coalition formation is coalition structure generation: partitioning agents into coalitions t…
Game-Theoretic Multiagent Reinforcement Learning
Yaodong Yang, Chengdong Ma, Zihan Ding +4
Tremendous advances have been made in multiagent reinforcement learning (MARL). MARL corresponds to the learning problem in a multiagent system in which multiple agents learn simul…