Multi-agent Reinforcement Learning

This maintains a reading list for multi-agent reinforcement learning.

Papers

• Multi-agent reinforcement learning as a rehearsal for decentralized planning. L. Kraemer and B. Banerjee. Neurocomputing, 190:82–94, 2016. pdf.

• Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving. Shai Shalev-Shwartz, Shaked Shammah, Amnon Shashua. 2016. pdf.

• Multi-Agent Deep Reinforcement Learning. Maxim Egorov. 2016. pdf.

• Learning to communicate to solve riddles with deep distributed recurrent q-networks. J. N. Foerster, Y. M. Assael, N. de Freitas, and S. Whiteson. arXiv preprint arXiv:1602.02672, 2016. pdf.

• Learning to Communicate with Deep Multi-Agent Reinforcement Learning. Jakob N. Foerster, Yannis M. Assael, Nando de Freitas, Shimon Whiteson. 2016. pdf.

• Multiagent cooperation and competition with deep reinforcement learning. Ardi Tampuu, Tambet Matiisen, Dorian Kodelja, Ilya Kuzovkin, Kristjan Korjus, Juhan Aru, Jaan Aru, Raul Vicente. 2015. pdf.

• Empirically evaluating multiagent learning algorithms. E. Zawadzki, A. Lipson, and K. Leyton-Brown. 2014. pdf.

• Coordinating multi-agent reinforcement learning with limited communication. C. Zhang and V. Lesser. In AAMAS, volume 2, pages 1101–1108, 2013. pdf.

• A novel multi-agent reinforcement learning approach for job scheduling in Grid computing, J Wu, X Xu, P Zhang, C Liu, [pdf](A novel multi-agent reinforcement learning approach for job scheduling in Grid computing). 2011.

• Multi-agent reinforcement learning: An overview. L. Bus¸oniu, R. Babuska, and B. De Schutter. 2010. pdf.

• A Distributed Actor-Critic Algorithm and Applications to Mobile Sensor Network Coordination Problems. Paris et al. IEEE TRANS. AUTOMATIC CONTROL, VOL. 55, NO. 2, FEB. 2010. html Link

• Hierarchical Multi-Agent Reinforcement Learning, Mohammad Ghavamzadeh, Sridhar Mahadevan, Rajbala Makar, JAAMAS, 2006. pdf

• Reinforcement Learning for RoboCup-Soccer Keepaway, Peter Stone, Richard S. Sutton, and Gregory Kuhlmann. Adaptive Behavior, 2005. pdf

• Multi-agent patrolling with reinforcement learning,Hugo Santana, Geber Ramalho, Vincent Corruble, Bohdana Ratitch, AAMAS, 2004. pdf

• Multi-Agent Reinforcement Learning: a critical survey. Yoav Shoham, Rob Powers and Trond Grenager, 2003. pdf

• Learning competitive pricing strategies by multi-agent reinforcement learning, E Kutschinski, T Uthmann, D Polani - Journal of Economic Dynamics and finance, Erich Kutschinskia, , , Thomas Uthmannb, , Daniel Polani, 2003. html link

• An Algorithm for Distributed Reinforcement Learning in Cooperative Multi-Agent Systems, Martin Lauer , Martin Riedmiller, ICML, 2000. html version

• Multi-agent Reinforcement Learning for Traffic Light Control. Marco Weiring, ICML, 2000. pdf

• The Dynamics of Reinforcement Learning in Cooperative Multiagent Systems, Caroline Claus and Craig Boutilier. AAAI, 1998. pdf

• Elevator Group Control Using Multiple Reinforcement Learning Agents, ROBERT H. CRITES, ANDREW G. BARTO, Machine Learning, 33, 235–262 (1998), pdf

• Reinforcement learning in the multi-robot domain, MJ Matarić, Autonomous Robots 4, 73–83 (1997), pdf

• Multiagent reinforcement learning in the iterated prisoner's dilemma,TW Sandholm, RH Crites, Biosystems, 1996. pdf

• Markov games as a framework for multi-agent reinforcement learning, Michael L. Littman, ICML, 1994 pdf

• Multi-agent reinforcement learning: Independent vs. cooperative agents, ICML, 1993, Ming Tan. pdf