Concepedia

Credit Assignment

Credit Assignment is a fundamental problem in reinforcement learning that pertains to the determination of how much responsibility each action or state is attributed for the observed rewards in a sequential decision-making process, distinguishing it from related problems by its focus on distributing credit or blame across a sequence of decisions to guide future policy improvement.

331

Publications

26K

Citations

982

Authors

390

Institutions

Publications per year

2017–2026

159

Parents

Publications

331

Counterfactual Multi-Agent Policy Gradients

Jakob Foerster, Gregory Farquhar, Triantafyllos Afouras et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 1.6K citations · Full text

, , +17

Temporal difference learning and TD-Gammon

Communications of the ACM · 1995 · 1.5K citations · Full text

, , +16

Making Working Memory Work: A Computational Model of Learning in the Prefrontal Cortex and Basal Ganglia

Randall C. O’Reilly, Michael J. Frank · Neural Computation · 2005 · 1.1K citations

, , +17

Temporal credit assignment in reinforcement learning

Richard S. Sutton · ScholarWorks@UMassAmherst (University of Massachusetts Amherst) · 1984 · 782 citations

, , +11

Temporal Difference Learning and TD-Gammon

G. Tesauro · ICGA Journal · 1995 · 769 citations · Full text

, , +16

1–5 of 331

Authors

982

  1. KT
    Kagan Tumer

    Ames Research Center, United States

    9 publications · 247 citations

    9

    h-index

  2. YB
    Yoshua Bengio

    Université de Montréal, Canada

    9 publications · 1.2K citations

    9

    h-index

  3. ÁF
    Álvaro Fialho

    Institut national de recherche en sciences et technologies du numérique, France

    6 publications · 387 citations

    6

    h-index

  4. RJ
    Raymond J. Dolan

    University College London, United Kingdom

    7 publications · 441 citations

    6

    h-index

  5. MF
    Matthew F. S. Rushworth

    University of Oxford, United Kingdom

    5 publications · 867 citations

    5

    h-index

1–5 of 982

Institutions

390

  1. University of Oxford

    Oxford, United Kingdom

    11 h-index

    39 publications

    15.3K citations

  2. University College London

    London, United Kingdom

    10 h-index

    35 publications

    1.9K citations

  3. Google (United States)

    Mountain View, United States

    9 h-index

    30 publications

    2.3K citations

  4. Tsinghua University

    Beijing, China

    9 h-index

    34 publications

    3.1K citations

  5. Université de Montréal

    Montreal, Canada

    8 h-index

    14 publications

    2.4K citations

  6. Princeton University

    Princeton, United States

    8 h-index

    19 publications

    883 citations

  7. Oregon State University

    Corvallis, United States

    8 h-index

    14 publications

    661 citations

  8. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    7 h-index

    17 publications

    1.2K citations

1–8 of 390

Venues

  1. arXiv (Cornell University)

    Repository · 46 publications · 3.3K citations

    21

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 10 publications · 2K citations

    10

    h-index

  3. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 7 publications · 195 citations

    7

    h-index

  4. Neural Computation

    7 publications · 2K citations

    7

    h-index

  5. Journal of Neuroscience

    7 publications · 438 citations

    7

    h-index

1–5