Nayyar, Ashutosh

8 publications

L4DC 2025 Conditional Kernel Imitation Learning for Continuous State Environments Rishabh Agrawal, Nathan Dahlin, Rahul Jain, Ashutosh Nayyar

AAAI 2025 Markov Balance Satisfaction Improves Performance in Strictly Batch Offline Imitation Learning Rishabh Agrawal, Nathan Dahlin, Rahul Jain, Ashutosh Nayyar

AISTATS 2024 A Bayesian Learning Algorithm for Unknown Zero-Sum Stochastic Games with an Arbitrary Opponent Mehdi Jafarnia Jahromi, Rahul A Jain, Ashutosh Nayyar

NeurIPSW 2024 Policy Optimization for Strictly Batch Imitation Learning Rishabh Agrawal, Nathan Dahlin, Rahul Jain, Ashutosh Nayyar

AISTATS 2022 Online Learning for Unknown Partially Observable MDPs Mehdi Jafarnia Jahromi, Rahul Jain, Ashutosh Nayyar

UAI 2022 Optimal Control of Partially Observable Markov Decision Processes with Finite Linear Temporal Logic Constraints Krishna C. Kalagarla, Kartik Dhruva, Dongming Shen, Rahul Jain, Ashutosh Nayyar, Pierluigi Nuzzo

UAI 2020 Regret Bounds for Decentralized Learning in Cooperative Multi-Agent Dynamical Systems Seyed Mohammad Asghari, Yi Ouyang, Ashutosh Nayyar

NeurIPS 2017 Learning Unknown Markov Decision Processes: A Thompson Sampling Approach Yi Ouyang, Mukul Gagrani, Ashutosh Nayyar, Rahul Jain