Beyond confidence regions: Tight bayesian ambiguity sets for robust mdps M Petrik, RH Russel Advances in neural information processing systems 32, 2019 | 69 | 2019 |
Robust Constrained-MDPs: Soft-Constrained Robust Policy Optimization under Model Uncertainty RH Russel, M Benosman, J Van Baar NeurIPS workshop on The Challenges of Real World Reinforcement Learning, 2020 | 25 | 2020 |
Optimizing Percentile Criterion Using Robust MDPs B Behzadian, RH Russel, M Petrik, CP Ho Artificial Intelligence and Statistics, 2021 | 20 | 2021 |
Lyapunov robust constrained-MDPs: Soft-constrained robustly stable policy optimization under model uncertainty RH Russel, M Benosman, J Van Baar, R Corcodel arXiv preprint arXiv:2108.02701, 2021 | 5 | 2021 |
Entropic risk constrained soft-robust policy optimization RH Russel, B Behzadian, M Petrik arXiv preprint arXiv:2006.11679, 2020 | 5 | 2020 |
Rasr: Risk-averse soft-robust mdps with evar and entropic risk JL Hau, M Petrik, M Ghavamzadeh, R Russel arXiv preprint arXiv:2209.04067, 2022 | 4 | 2022 |
Optimizing Norm-Bounded Weighted Ambiguity Sets for Robust MDPs RH Russel, B Behzadian, M Petrik NeurIPS 2019 Workshop on Safety and Robustness in Decision Making, 2019 | 3 | 2019 |
Value Directed Exploration in Multi-Armed Bandits with Structured Priors B Cserna, M Petrik, RH Russel, W Ruml Uncertainty in Artificial Intelligence (UAI) 2017, 2017 | 3 | 2017 |
Robust Exploration with Tight Bayesian Plausibility Sets RH Russel, T Gu, M Petrik Multi-disciplinary Conference on Reinforcement Learning and Decision Making …, 2019 | 2 | 2019 |
A short survey on probabilistic reinforcement learning RH Russel arXiv preprint arXiv:1901.07010, 2019 | 2 | 2019 |
Tight Bayesian Ambiguity Sets for Robust MDPs RH Russel, M Petrik NeurIPS 2018 Workshop on Probabilistic Reinforcement Learning and Structured …, 2018 | 2 | 2018 |
Lyapunov Robust Constrained-MDPs for Sim2Real Transfer Learning RH Russel, M Benosman, J Baar, R Corcodel Federated and Transfer Learning, 307-328, 2022 | 1 | 2022 |
Apparatus and method for controlling a system having uncertainties in its dynamics M Benosman, R Russel, J Van Baar US Patent 11,640,162, 2023 | | 2023 |
Lyapunov Robust Constrained-MDPs: Soft-Constrained Robustly Stable Policy Optimization under Model Uncertainty R Hasan Russel, M Benosman, J Van Baar, R Corcodel arXiv e-prints, arXiv: 2108.02701, 2021 | | 2021 |
Learning to Act with Robustness RH Russel University of New Hampshire, 2021 | | 2021 |
Robust Constrained-MDPs: Soft-Constrained Robust Policy Optimization under Model Uncertainty R Hasan Russel, M Benosman, J Van Baar arXiv e-prints, arXiv: 2010.04870, 2020 | | 2020 |
A Probabilistic Approach to Satisfiability of Propositional Logic Formulae RH Russel arXiv preprint arXiv:1912.02150, 2019 | | 2019 |
Optimizing Norm-Bounded Weighted Ambiguity Sets for Robust MDPs R Hasan Russel, B Behzadian, M Petrik arXiv e-prints, arXiv: 1912.02696, 2019 | | 2019 |
A Probabilistic Approach to Satisfiability of Propositional Logic Formulae R Hasan Russel arXiv e-prints, arXiv: 1912.02150, 2019 | | 2019 |
A Short Survey on Probabilistic Reinforcement Learning R Hasan Russel arXiv e-prints, arXiv: 1901.07010, 2019 | | 2019 |