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Marek Petrik — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Marek Petrik
28
papers ·
130
citations ·
18
h-index
University of New Hampshire
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Safe Policy Improvement by Minimizing Robust Baseline Regret
2016 · 68 citations
Beyond Confidence Regions: Tight Bayesian Ambiguity Sets for Robust MDPs
2019 · 19 citations
Partial Policy Iteration for L1-Robust Markov Decision Processes
2020 · 8 citations
Optimizing Percentile Criterion Using Robust MDPs
2019 · 5 citations
Proximal Gradient Temporal Difference Learning: Stable Reinforcement Learning with Polynomial Sample Complexity
2020 · 5 citations
Interpretable Reinforcement Learning with Ensemble Methods
2018 · 3 citations
Tight Bayesian Ambiguity Sets for Robust MDPs
2018 · 3 citations
Optimizing Norm-Bounded Weighted Ambiguity Sets for Robust MDPs
2019 · 2 citations
Bayesian Robust Optimization for Imitation Learning
2020 · 2 citations
RASR: Risk-Averse Soft-Robust MDPs with EVaR and Entropic Risk
2022 · 2 citations
Policy Gradient in Robust MDPs with Global Convergence Guarantee
2022 · 2 citations
Reducing Blackwell and Average Optimality to Discounted MDPs via the Blackwell Discount Factor
2023 · 2 citations
Percentile Criterion Optimization in Offline Reinforcement Learning
2024 · 2 citations
On the convex formulations of robust Markov decision processes
2022 · 1 citations
On Dynamic Programming Decompositions of Static Risk Measures in Markov Decision Processes
2023 · 1 citations
Top co-authors
Mohammad Ghavamzadeh
· 6
Chin Pang Ho
· 5
Reazul Hasan Russel
· 5
Jia Lin Hau
· 4
Julien Grand-Cl\'ement
· 4
Bahram Behzadian
· 3
Xihong Su
· 3
Elita A. Lobo
· 2
Erick Delage
· 2
Qiuhao Wang
· 2
Wolfram Wiesemann
· 2
Alain Durmus
· 1
Topics
Model-Based RL
Safe RL
Value-Based
Policy Gradient
Offline RL
math.OC
cs.LG
cs.GT
eess.SY
cs.RO