Concepedia

Robust Multi-agent Learning

Robust Multi-Agent Learning is a multi-agent learning framework that ensures consistent performance and convergence under environmental uncertainties, adversarial disturbances, and partial observability by explicitly incorporating resilience mechanisms into agents' decision-making processes.

40

Publications

2.9K

Citations

122

Authors

58

Institutions

Publications per year

2017–2026

31

Parents

Publications

40

Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments

Ryan Lowe · arXiv (Cornell University) · 2017 · 1K citations · Full text

, , +17

Robust Multi-Agent Reinforcement Learning via Minimax Deep Deterministic Policy Gradient

Shihui Li, Yi Wu, Xinyue Cui et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 288 citations · Full text

, , +16

Evolutionary Dynamics of Multi-Agent Learning: A Survey

Daan Bloembergen, Karl Tuyls, Daniel Hennes et al. · Journal of Artificial Intelligence Research · 2015 · 288 citations · Full text

, , +16

Deep Decentralized Multi-task Multi-Agent Reinforcement Learning under Partial Observability

Shayegan Omidshafiei, Jason Pazis, Christopher Amato et al. · arXiv (Cornell University) · 2017 · 188 citations · Full text

, , +15

An analysis of the robustness of UAV agriculture field coverage using multi-agent reinforcement learning

Nirmal Marwah, Vivek Kumar Singh, Gautam Siddharth Kashyap et al. · International Journal of Information Technology · 2023 · 128 citations · Full text

, , +14

1–5 of 40

Authors

122

  1. CA
    Christopher Amato

    Massachusetts Institute of Technology, United States

    3 publications · 226 citations

    3

    h-index

  2. JP
    Jason Pazis

    Duke University, United States

    2 publications · 205 citations

    2

    h-index

  3. BK
    Bhavya Kailkhura

    Lawrence Livermore National Laboratory, United States

    2 publications · 27 citations

    2

    h-index

  4. PK
    Pramod K. Varshney

    Syracuse University, United States

    2 publications · 27 citations

    2

    h-index

  5. MJ
    Ming Jin

    University of California, Berkeley, United States

    2 publications · 94 citations

    2

    h-index

1–5 of 122

Institutions

58

  1. University of California, Berkeley

    Berkeley, United States

    3 h-index

    4 publications

    670 citations

  2. Vector Institute

    Toronto, Canada

    2 h-index

    2 publications

    70 citations

  3. Northeastern University

    Boston, United States

    2 h-index

    2 publications

    209 citations

  4. Zhejiang University

    Hangzhou, China

    2 h-index

    3 publications

    111 citations

  5. Tongji University

    Shanghai, China

    2 h-index

    7 publications

    306 citations

  6. Harvard University Press

    Cambridge, United States

    2 h-index

    2 publications

    70 citations

  7. Virginia Tech

    Blacksburg, United States

    2 h-index

    2 publications

    94 citations

  8. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    5 publications

    678 citations

1–8 of 58

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 1.3K citations

    9

    h-index

  2. IEEE Transactions on Intelligent Vehicles

    ITIVBL · 2 publications · 56 citations

    2

    h-index

  3. IEEE Transactions on Signal Processing

    2 publications · 62 citations

    2

    h-index

  4. 1

    h-index

  5. 1

    h-index

1–5