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An Empirical Study of Representation Learning for Reinforcement Learning in Healthcare

Nov 23, 2020
Taylor W. Killian, Haoran Zhang, Jayakumar Subramanian, Mehdi Fatemi, Marzyeh Ghassemi

* To appear in proceedings of the 2020 Machine Learning for Health workshop at NeurIPS 

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Approximate information state for approximate planning and reinforcement learning in partially observed systems

Oct 17, 2020
Jayakumar Subramanian, Amit Sinha, Raihan Seraj, Aditya Mahajan

* 78 pages 

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Inducing Cooperative behaviour in Sequential-Social dilemmas through Multi-Agent Reinforcement Learning using Status-Quo Loss

Feb 13, 2020
Pinkesh Badjatiya, Mausoom Sarkar, Abhishek Sinha, Siddharth Singh, Nikaash Puri, Jayakumar Subramanian, Balaji Krishnamurthy


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Renewal Monte Carlo: Renewal theory based reinforcement learning

Apr 03, 2018
Jayakumar Subramanian, Aditya Mahajan

* 9 pages, 5 figures 

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