Marek Petrik

Marek Petrik

University of New Hampshire

H-index: 23

North America-United States

About Marek Petrik

Marek Petrik, With an exceptional h-index of 23 and a recent h-index of 18 (since 2020), a distinguished researcher at University of New Hampshire, specializes in the field of Machine Learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

On Dynamic Programming Decompositions of Static Risk Measures in Markov Decision Processes

Percentile Criterion Optimization in Offline Reinforcement Learning

Reducing blackwell and average optimality to discounted mdps via the blackwell discount factor

Beyond discounted returns: Robust Markov decision processes with average and Blackwell optimality

Non-adaptive Online Finetuning for Offline Reinforcement Learning

Policy gradient in robust MDPs with global convergence guarantee

Solving multi-model MDPs by coordinate ascent and dynamic programming

A Convex Relaxation Approach to Bayesian Regret Minimization in Offline Bandits

Marek Petrik Information

University

Position

___

Citations(all)

1974

Citations(since 2020)

1315

Cited By

1082

hIndex(all)

23

hIndex(since 2020)

18

i10Index(all)

46

i10Index(since 2020)

35

Email

University Profile Page

Google Scholar

Marek Petrik Skills & Research Interests

Machine Learning

Top articles of Marek Petrik

On Dynamic Programming Decompositions of Static Risk Measures in Markov Decision Processes

Advances in Neural Information Processing Systems

2024/2/13

Erick Delage
Erick Delage

H-Index: 15

Marek Petrik
Marek Petrik

H-Index: 14

Percentile Criterion Optimization in Offline Reinforcement Learning

Advances in Neural Information Processing Systems

2024/2/13

Reducing blackwell and average optimality to discounted mdps via the blackwell discount factor

Proceedings of the 36th Advances in Neural Information Processing Systems (NeurIPS 2023), 36:52628--52647 , 2023

2023/1/31

Marek Petrik
Marek Petrik

H-Index: 14

Beyond discounted returns: Robust Markov decision processes with average and Blackwell optimality

arXiv preprint arXiv:2312.03618

2023/12/6

Julien Grand-Clement
Julien Grand-Clement

H-Index: 3

Marek Petrik
Marek Petrik

H-Index: 14

Non-adaptive Online Finetuning for Offline Reinforcement Learning

2023/12/4

Policy gradient in robust MDPs with global convergence guarantee

2023/7/3

Marek Petrik
Marek Petrik

H-Index: 14

Solving multi-model MDPs by coordinate ascent and dynamic programming

2023/7/2

Xihong Su
Xihong Su

H-Index: 1

Marek Petrik
Marek Petrik

H-Index: 14

A Convex Relaxation Approach to Bayesian Regret Minimization in Offline Bandits

arXiv preprint arXiv:2306.01237

2023/6/2

Marek Petrik
Marek Petrik

H-Index: 14

Guy Tennenholtz
Guy Tennenholtz

H-Index: 4

Salvage decision-making based on carbon following an eastern spruce budworm outbreak

Frontiers in Forests and Global Change

2023

Marek Petrik
Marek Petrik

H-Index: 14

On Dynamic Program Decompositions of Static Risk Measures

arXiv preprint arXiv:2304.12477

2023/4/24

Erick Delage
Erick Delage

H-Index: 15

Marek Petrik
Marek Petrik

H-Index: 14

Entropic risk optimization in discounted MDPs

2023/4/11

Marek Petrik
Marek Petrik

H-Index: 14

Robust -Divergence MDPs

Advances in Neural Information Processing Systems

2022/12/6

Marek Petrik
Marek Petrik

H-Index: 14

Wolfram Wiesemann
Wolfram Wiesemann

H-Index: 21

On the convex formulations of robust Markov decision processes

arXiv preprint arXiv:2209.10187

2022/9/21

Marek Petrik
Marek Petrik

H-Index: 14

Rasr: Risk-averse soft-robust mdps with evar and entropic risk

arXiv preprint arXiv:2209.04067

2022/9/9

Marek Petrik
Marek Petrik

H-Index: 14

Data poisoning attacks on off-policy policy evaluation methods

2022/8/17

Behavior Policy Search for Risk Estimators in RL

2021/12/6

Fast Algorithms for -constrained S-rectangular Robust MDPs

Advances in Neural Information Processing Systems

2021/12/6

Bahram Behzadian
Bahram Behzadian

H-Index: 4

Marek Petrik
Marek Petrik

H-Index: 14

Robust behavior cloning with adversarial demonstration detection

2021/9/27

Spatially optimized distribution of household rainwater harvesting and greywater recycling systems

Journal of Cleaner Production

2021

Policy gradient bayesian robust optimization for imitation learning

2021/7/1

See List of Professors in Marek Petrik University(University of New Hampshire)

Co-Authors

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