Shivaram's Reading List


Function Approximation     Partial Observability     Learning Methods     Ensembles    
Stochastic Optimisation     General RL     General ML     Multiagent Learning    
Comparison/Integration     Bandits     Applications     Robot Soccer    
Humanoids     Parameter     MDP     Empirical    
Failure Warning     Representation     General AI     Neural Networks    
All    

Multiagent Learning

A Comprehensive Survey of Multiagent Reinforcement Learning
Lucian Bu\csoniu, Robert Babu\vska, and Bart De Schutter, 2008
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Half Field Offense in RoboCup Soccer: A Multiagent Reinforcement Learning Case Study
Shivaram Kalyanakrishnan, Yaxin Liu, and Peter Stone, 2007
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Hierarchical multi-agent reinforcement learning
Mohammad Ghavamzadeh, Sridhar Mahadevan, and Rajbala Makar, 2006
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Cooperative Multi-Agent Learning: The State of the Art
Liviu Panait and Sean Luke, 2005
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Decentralized Control of Cooperative Systems: Categorization and Complexity Analysis
Claudia V. Goldman and Shlomo Zilberstein, 2004
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The Complexity of Decentralized Control of Markov Decision Processes
Daniel S. Bernstein, Robert Givan, Neil Immerman, and Shlomo Zilberstein, 2002
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Coordinated Reinforcement Learning
Carlos Guestrin, Michail G. Lagoudakis, and Ronald Parr, 2002
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Multiagent Planning with Factored MDPs
Carlos Guestrin, Daphne Koller, and Ronald Parr, 2001
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Distributed Value Functions
Jeff Schneider, Weng-Keen Wong, Andrew Moore, and Martin Riedmiller, 1999
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Reinforcement Learning in the Multi-Robot Domain
Maja J. Matarić, 1997
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Strongly Typed Genetic Programming in Evolving Cooperation Strategies
Thomas Haynes, Roger L. Wainwright, Sandip Sen, and Dale A. Schoenefeld, 1995
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Multi-Agent Reinforcement Learning: Independent versus Cooperative Agents
Ming Tan, 1993
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On Optimal Cooperation of Knowledge Sources - An Empirical Investigation
M. Benda, V. Jagannathan, and R. Dodhiawala, 1986
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