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Publications by Munos, Remi

In Journal (refereed)

1. A. Antos, C. Szepesvari, R. Munos. "Learning near-optimal policies with Bellman-residual minimization based fitted policy iteration and a single sample path". Machine Learning Journal (MLJ), June 2007. PDFview
2. R. Munos, C. Szepesvari. "Finite Time Bounds for Sampling Based Fitted Value Iteration". Journal of Machine Learning Research (JMLR), March 2007. PDFview

In Conference (refereed)

3. S. Sriram, M. Lanctot, V. Zambaldi, J. Perolat, K. Tuyls, R. Munos, M. Bowling. "Actor-Critic Policy Optimization in Partially Observable Multiagent Environments". Neural Information Processing Systems (NIPS), (ed: Samy Bengio, Hanna M. Wallach, Hugo Larochelle, Kristen Grauman, Nicolò Cesa-Bianchi, Roman Garnett), pp 3426-3439, December 2018. PDFview
4. J. Audibert, R. Munos, C. Szepesvari. "Tuning bandit algorithms in stochastic environments". Algorithmic Learning Theory (ALT), October 2007. PDFview
5. A. Antos, C. Szepesvari, R. Munos. "Value-Iteration Based Fitted Policy Iteration: Learning with a Single Trajectory". Symposium on Approximate Dynamic Programming and Reinforcement Learning, pp 330-337, April 2007. view
6. A. Antos, C. Szepesvari, R. Munos. "Learning near-optimal policies with Bellman-residual minimization based fitted policy iteration and a single sample path". Conference on Learning Theory (COLT), January 2006. PDFview
7. C. Szepesvari, R. Munos. "Finite Time Bounds for Sampling Based Fitted Value Iteration". International Conference on Machine Learning (ICML), Bonn, Germany, pp 881-886, January 2005. PDFview
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