Concepedia

Robust Reinforcement Learning

Robust Reinforcement Learning is a reinforcement learning framework that extends standard Markov decision processes by explicitly accounting for uncertainties and adversarial perturbations in the environment dynamics or reward structure to ensure stable and reliable policy performance across diverse and non-stationary conditions.

210

Publications

11.4K

Citations

651

Authors

222

Institutions

Publications per year

2017–2026

172

Variants

Robust Rl

Parents

Publications

210

Generalization in Reinforcement Learning: Safely Approximating the Value Function

Justin A. Boyan, Andrew Moore · 1994 · 511 citations

, , +11

Robust Adversarial Reinforcement Learning

Lerrel Pinto, James Davidson, Rahul Sukthankar et al. · arXiv (Cornell University) · 2017 · 385 citations · Full text

, , +14

Reinforcement Learning for Selective Key Applications in Power Systems: Recent Advances and Future Challenges

Xin Chen, Guannan Qu, Yujie Tang et al. · IEEE Transactions on Smart Grid · 2022 · 378 citations · Full text

, , +16

Safe Reinforcement Learning Using Robust MPC

Mario Zanon, Sébastien Gros · IEEE Transactions on Automatic Control · 2020 · 312 citations · Full text

, , +12

Doubly Robust Policy Evaluation and Learning

John Langford, Lihong Li · arXiv (Cornell University) · 2011 · 303 citations · Full text

, , +14

1–5 of 210

Authors

651

  1. SM
    Shie Mannor

    Technion – Israel Institute of Technology, Israel

    11 publications · 334 citations

    11

    h-index

  2. XH
    Xiangkun He

    Nanyang Technological University, Singapore

    7 publications · 498 citations

    7

    h-index

  3. CL
    Chen Lv

    Nanyang Technological University, Singapore

    7 publications · 498 citations

    7

    h-index

  4. TM
    Timothy Mann

    Technion – Israel Institute of Technology, Israel

    6 publications · 123 citations

    6

    h-index

  5. DJ
    Daniel J. Mankowitz

    Technion – Israel Institute of Technology, Israel

    6 publications · 123 citations

    6

    h-index

1–5 of 651

Institutions

222

  1. Carnegie Mellon University

    Pittsburgh, United States

    12 h-index

    18 publications

    3.4K citations

  2. Massachusetts Institute of Technology

    Cambridge, United States

    11 h-index

    23 publications

    1K citations

  3. University of California, Berkeley

    Berkeley, United States

    10 h-index

    26 publications

    1.3K citations

  4. Google (United States)

    Mountain View, United States

    9 h-index

    16 publications

    1.6K citations

  5. University of Illinois Urbana-Champaign

    Urbana, United States

    9 h-index

    23 publications

    1.5K citations

  6. Technion – Israel Institute of Technology

    Haifa, Israel

    8 h-index

    15 publications

    434 citations

  7. Nanyang Technological University

    Singapore, Singapore

    7 h-index

    21 publications

    1.7K citations

  8. University of Toronto

    Toronto, Canada

    6 h-index

    11 publications

    419 citations

1–8 of 222

Venues

  1. arXiv (Cornell University)

    Repository · 62 publications · 2.8K citations

    26

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 11 publications · 638 citations

    10

    h-index

  3. IEEE Access

    4 publications · 291 citations

    4

    h-index

  4. Neurocomputing

    4 publications · 101 citations

    4

    h-index

  5. 4

    h-index

1–5