Reinforcement Learning Repository at UMass, Amherst

Technical Publications on Reinforcement Learning

These journals contain articles relevant to RL:

• Adaptive Behavior
• IEEE Transactions on Systems, Man, and Cybernetics
• Journal of Artificial Intelligence Research - offers full-text of articles
• Machine Learning offers abstracts searchable by author, title, and keyword. Full-text is available for a subscription fee.
• Neural Computation

Publications on this site will be grouped under the categories below, with some cross-referencing.

• Applications to Robotics
• Average-reward/Undiscounted Methods
• Distributed and Multi-Agent RL
• DP/MDP
• Function Approximation
• Hierarchical Methods
• Industrial Applications
• Neuro-biological RL
• Partially observable Problems
• Planning
• Policy-space Search Methods
• Shaping
• TD-learning
• Theoretical analysis

  If you would like to add your publication to the site under one of these categories, please send e-mail with the relevant information to Bruno Castro da Silva.