Sobhan Miryoosefi

Bellman Eluder Dimension: New Rich Classes of RL Problems, and Sample-Efficient Algorithms pdf

Chi Jin, Sobhan Miryoosefi, Qinghua Liu, 2021, NeurIPS.

Reinforcement Learning with Convex Constraints

Miroslav Dudík, Robert E. Schapire, Hal Daumé, 2019, NeurIPS.

Provable Reinforcement Learning with a Short-Term Memory

Chi Jin, A. Krishnamurthy, Yonathan Efroni, 2022, ICML.

A Simple Reward-free Approach to Constrained Reinforcement Learning pdf

Chi Jin, Sobhan Miryoosefi, Chi Jin, 2021, ICML.

Constrained episodic reinforcement learning in concave-convex and knapsack settings

Max Simchowitz, Miroslav Dudík, Aleksandrs Slivkins, 2020, NeurIPS.