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Arnob Ghosh

Assistant Professor, New Jersey Institute of Technology

2 papers at NeurIPS 2025

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Poster Session 1

1 paper
Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Efficient Policy Optimization in Robust Constrained MDPs with Iteration Complexity Guarantees
#406 · Sourav Ganguly, Kishan Panaganti, Arnob Ghosh, Adam Wierman

We provide O(\epsilon^{-4}) iteration complexity policy optimization algorithm for robust constrained Markov Decision Processing

Poster Session 3

1 paper
Thursday, December 4, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Provably Efficient RL under Episode-Wise Safety in Constrained MDPs with Linear Function Approximation
#3316 Spotlight · Toshinori Kitamura, Arnob Ghosh, Tadashi Kozuno, Wataru Kumagai, Kazumi Kasaura, Kenta Hoshino, Yohei Hosoe, Yutaka Matsuo

We propose the first provably efficient and episode-wise safe RL algorithm for linear constrained MDPs.