自律型エージェントとマルチエージェント・システム国際会議 AAMAS 2009

概要 †

• 自律型エージェントとマルチエージェント・システム国際会議（International Conference on Autonomous Agents and Multiagent Systems）
• 2009年5月10日-15日
• ブダペスト
• http://www.conferences.hu/AAMAS2009/

マルチエージェントの分野では最も重要な国際会議です．

マルチエージェント強化学習に関する発表があります．

Tutorial 17: Reinforcement Learning and Beyond †

• Part I: Introduction to Reinforcement Learning
• Part II: Transfer Learning in RL
• Part III: Multi-agent Learning and Learning Automata
  Katja Verbeeck, Jong Steven, Peter Vrancx, Matthew E. Taylor, Alessandro Lazaric, Francisco S. Melo

Session 12: Multi-Agent Learning I †

• Generalized Model Learning for Reinforcement Learning in Factored Domains
  Todd Hester, Peter Stone
• Multi-Agent Reinforcement Learning: Algorithm Converging to Nash Equilibrium in General-Sum Discounted Stochastic Games
  Natalia Akchurina
• Online Exploration in Least-Squares Policy Iteration
  Lihong Li, Michael Littman, Christopher Mansley
• Transfer via Soft Homomorphisms
  Jonathan Sorg, Satinder Singh
• An Empirical Analysis of Value Function-Based and Policy Search Reinforcement Learning
  Shivaram Kalyanakrishnan, Peter Stone

Session 9: POMDPs †

• Constraint-Based Dynamic Programming for Decentralized POMDPs with Structured Interactions
  Kumar Akshat, Shlomo Zilberstein
• Point-Based Incremental Pruning Heuristic for Solving Finite-Horizon DEC-POMDPs
  Jilles Steeve Dibangoye, AbdelIllah Mouaddib, Brahim Chaib-draa
• Lossless Clustering of Histories in Decentralized POMDPs
  Frans Oliehoek, Shimon Whiteson, Matthijs Spaan
• SarsaLandmark: An Algorithm for Learning in POMDPs with Landmarks
  Michael James, Satinder Singh
• Achieving Goals in Decentralized POMDPs
  Christopher Amato, Shlomo Zilberstein