Value Directed Exploration in Multi-Armed Bandits with Structured Priors. - Bence Cserna; Marek Petrik; Reazul Hasan Russel; Wheeler Ruml (UAI, 2017)

Tight Bayesian Ambiguity Sets for Robust MDPs. - Reazul Hasan Russel; Marek Petrik (CoRR, 2018)

Beyond Confidence Regions: Tight Bayesian Ambiguity Sets for Robust MDPs. - Marek Petrik; Reazul Hasan Russel (NeurIPS, 2019)

A Short Survey on Probabilistic Reinforcement Learning. - Reazul Hasan Russel (CoRR, 2019)

Robust Exploration with Tight Bayesian Plausibility Sets. - Reazul Hasan Russel; Tianyi Gu 001; Marek Petrik (CoRR, 2019)

High-Confidence Policy Optimization: Reshaping Ambiguity Sets in Robust MDPs. - Bahram Behzadian; Reazul Hasan Russel; Marek Petrik (CoRR, 2019)

A Probabilistic Approach to Satisfiability of Propositional Logic Formulae. - Reazul Hasan Russel (CoRR, 2019)

Optimizing Norm-Bounded Weighted Ambiguity Sets for Robust MDPs. - Reazul Hasan Russel; Bahram Behzadian; Marek Petrik (CoRR, 2019)

Entropic Risk Constrained Soft-Robust Policy Optimization. - Reazul Hasan Russel; Bahram Behzadian; Marek Petrik (CoRR, 2020)

Robust Constrained-MDPs: Soft-Constrained Robust Policy Optimization under Model Uncertainty. - Reazul Hasan Russel; Mouhacine Benosman; Jeroen van Baar (CoRR, 2020)

Optimizing Percentile Criterion using Robust MDPs. - Bahram Behzadian; Reazul Hasan Russel; Marek Petrik; Chin Pang Ho (AISTATS, 2021)

Lyapunov Robust Constrained-MDPs: Soft-Constrained Robustly Stable Policy Optimization under Model Uncertainty. - Reazul Hasan Russel; Mouhacine Benosman; Jeroen van Baar; Radu Corcodel (CoRR, 2021)

RASR: Risk-Averse Soft-Robust MDPs with EVaR and Entropic Risk. - Jia Lin Hau; Marek Petrik; Mohammad Ghavamzadeh; Reazul Hasan Russel (CoRR, 2022)