Papers on Applications of RL

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  1. Adaptive Cognitive Orthotics: Combining Reinforcement Learning and Constraint-Based Temporal Reasoning by Matthew Rudary, Satinder Singh and Martha Pollack. In Proceedings of the Twenty-First International Conference on Machine Learning (ICML), pages 719-726, 2004.
    pdf.

  2. Optimizing Dialogue Management with Reinforcement Learning: Experiments with the NJFun System by Satinder Singh, Diane Litman, Michael Kearns and Marilyn Walker. In Journal of Artificial Intelligence Research (JAIR), Volume 16, pages 105-133, 2002.
    gzipped postscript pdf.

  3. Cobot: A Social Reinforcement Learning Agent by Charles Isbell, Christian Shelton, Michael Kearns, Satinder Singh and Peter Stone. In Advances in Neural Information Processing Systems 14 (NIPS) pages 1393-1400, 2002.
    gzipped postscript pdf.

  4. A Social Reinforcement Learning Agent by Charles Isbell, Christian Shelton, Michael Kearns, Satinder Singh and Peter Stone. In Proceedings of the Fifth International Conference on Autonomous Agents (AGENTS), pages 377-384, 2001.
    Winner of Best Paper Award.
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  5. Empirical Evaluation of a Reinforcement Learning Spoken Dialogue System by Satinder Singh, Michael Kearns, Diane Litman, and Marilyn Walker. In Proceedings of the Seventeenth National Conference on Artificial Intelligence (AAAI), pages 645-651, 2000.
    gzipped postscript pdf.

  6. Automatic Optimization of Dialogue Management by Diane Litman, Michael Kearns, Satinder Singh and Marilyn Walker. In Proceedings of the 18th International Conference on Computational Linguistics (COLING), pages 502-508, 2000.
    gzipped postscript pdf.

  7. Reinforcement Learning for Spoken Dialogue Systems by Satinder Singh, Michael Kearns, Diane Litman and Marilyn Walker. In Advances in Neural Information Processing Systems 12 (NIPS), 2000.
    gzipped postscript.

  8. Optimizing admission control while ensuring quality of service in multimedia networks via reinforcement learning by Timothy Brown, Hong Tong, and Satinder Singh. In Advances in Neural Information Processing Systems 11 (NIPS), pages 982-988, 1999.
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  9. Reinforcement Learning for Dynamic Channel Allocation in Cellular Telephone Systems by Satinder Singh and Dimitri Bertsekas. In Advances in Neural Information Processing Systems 9 (NIPS), pages 974-980, 1997.
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Click here to return to the main page on reinforcement learning Satinder Singh.