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:

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

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

Percentile Criterion Optimization in Offline Reinforcement Learning

A Convex Relaxation Approach to Bayesian Regret Minimization in Offline Bandits

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

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

Non-adaptive Online Finetuning for Offline Reinforcement Learning

On Dynamic Program Decompositions of Static Risk Measures

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

University of New Hampshire

Google Scholar

View Google Scholar Profile

Marek Petrik Skills & Research Interests

Machine Learning

Top articles of Marek Petrik

Title

Journal

Author(s)

Publication Date

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

Julien Grand-Clément

Marek Petrik

2023/1/31

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

Advances in Neural Information Processing Systems

Jia Lin Hau

Erick Delage

Mohammad Ghavamzadeh

Marek Petrik

2024/2/13

Percentile Criterion Optimization in Offline Reinforcement Learning

Advances in Neural Information Processing Systems

Cyrus Cousins

Elita Lobo

Marek Petrik

Yair Zick

2024/2/13

A Convex Relaxation Approach to Bayesian Regret Minimization in Offline Bandits

arXiv preprint arXiv:2306.01237

Mohammad Ghavamzadeh

Marek Petrik

Guy Tennenholtz

2023/6/2

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

Frontiers in Forests and Global Change

Lisa N Scott

Sean M Smith

John S Gunn

Marek Petrik

Mark J Ducey

...

2023

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

arXiv preprint arXiv:2312.03618

Julien Grand-Clement

Marek Petrik

Nicolas Vieille

2023/12/6

Non-adaptive Online Finetuning for Offline Reinforcement Learning

Audrey Huang

Mohammad Ghavamzadeh

Nan Jiang

Marek Petrik

2023/12/4

On Dynamic Program Decompositions of Static Risk Measures

arXiv preprint arXiv:2304.12477

Jia Lin Hau

Erick Delage

Mohammad Ghavamzadeh

Marek Petrik

2023/4/24

Policy gradient in robust MDPs with global convergence guarantee

Qiuhao Wang

Chin Pang Ho

Marek Petrik

2023/7/3

Entropic risk optimization in discounted MDPs

Jia Lin Hau

Marek Petrik

Mohammad Ghavamzadeh

2023/4/11

Solving multi-model MDPs by coordinate ascent and dynamic programming

Xihong Su

Marek Petrik

2023/7/2

On the convex formulations of robust Markov decision processes

arXiv preprint arXiv:2209.10187

Julien Grand-Clément

Marek Petrik

2022/9/21

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

arXiv preprint arXiv:2209.04067

Jia Lin Hau

Marek Petrik

Mohammad Ghavamzadeh

Reazul Russel

2022/9/9

Data poisoning attacks on off-policy policy evaluation methods

Elita Lobo

Harvineet Singh

Marek Petrik

Cynthia Rudin

Himabindu Lakkaraju

2022/8/17

Robust -Divergence MDPs

Advances in Neural Information Processing Systems

Chin Pang Ho

Marek Petrik

Wolfram Wiesemann

2022/12/6

Metareasoning for Heuristic Search Using Uncertainty

Tianyi Gu

2021

Robust behavior cloning with adversarial demonstration detection

Mostafa Hussein

Brendan Crowe

Madison Clark-Turner

Paul Gesel

Marek Petrik

...

2021/9/27

Partial policy iteration for l1-robust markov decision processes

Journal of Machine Learning Research

Chin Pang Ho

Marek Petrik

Wolfram Wiesemann

2021

Spatially optimized distribution of household rainwater harvesting and greywater recycling systems

Journal of Cleaner Production

Shannon Stang

Masoumeh Khalkhali

Marek Petrik

Michael Palace

Zhongming Lu

...

2021

Policy gradient bayesian robust optimization for imitation learning

Zaynah Javed

Daniel S Brown

Satvik Sharma

Jerry Zhu

Ashwin Balakrishna

...

2021/7/1

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

Co-Authors

H-index: 60
Shlomo Zilberstein

Shlomo Zilberstein

University of Massachusetts Amherst

H-index: 52
Ji Liu

Ji Liu

University of Rochester

H-index: 51
Sridhar Mahadevan

Sridhar Mahadevan

University of Massachusetts Amherst

H-index: 35
Wheeler Ruml

Wheeler Ruml

University of New Hampshire

H-index: 31
Wolfram Wiesemann

Wolfram Wiesemann

Imperial College London

H-index: 20
Daniel S. Brown

Daniel S. Brown

University of California, Berkeley

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