Papers


N. Mehta. Hierarchical Structure Discovery in Reinforcement Learning. 2009. [ pdf ]
N. Mehta, S. Ray, P. Tadepalli, and T. Dietterich. Automatic Discovery and Transfer of MAXQ Hierarchies. In International Conference on Machine Learning, 2008. [ pdf ]
N. Mehta, S. Natarajan, P. Tadepalli, and A. Fern. Transfer in Variable-Reward Hierarchical Reinforcement Learning. Machine Learning, 73:289-312, 2008.
N. Mehta. Divide-and-Conquer Methods for Solving Markov Decision Processes. 2006. [ pdf ]
N. Mehta. Learning Transition Models for Markov Decision Processes. 2006. [ pdf ]
N. Mehta, S. Natarajan, P. Tadepalli, and A. Fern. Transfer in Variable-Reward Hierarchical Reinforcement Learning. In Neural Information Processing Systems Workshop on Inductive Transfer, 2005.
N. Mehta and P. Tadepalli. Multi-Agent Shared-Hierarchy Reinforcement Learning. In International Conference on Machine Learning Workshop on Rich Representations in Reinforcement Learning, 2005.