Sinha, Amit

4 publications

NeurIPS 2024 Periodic Agent-State Based Q-Learning for POMDPs Amit Sinha, Matthieu Geist, Aditya Mahajan

CoLLAs 2023 Dealing with Non-Stationarity in Decentralized Cooperative Multi-Agent Deep Reinforcement Learning via Multi-Timescale Learning Hadi Nekoei, Akilesh Badrinaaraayanan, Amit Sinha, Mohammad Amini, Janarthanan Rajendran, Aditya Mahajan, Sarath Chandar

JMLR 2022 Approximate Information State for Approximate Planning and Reinforcement Learning in Partially Observed Systems Jayakumar Subramanian, Amit Sinha, Raihan Seraj, Aditya Mahajan

ICLRW 2022 Staged Independent Learning: Towards Decentralized Cooperative Multi-Agent Reinforcement Learning Hadi Nekoei, Akilesh Badrinaaraayanan, Amit Sinha, Mohammad Amini, Janarthanan Rajendran, Aditya Mahajan, Sarath Chandar