Concepedia

Distributional Value Functions

Distributional Value Function is a value function in reinforcement learning that models the entire probability distribution of cumulative rewards, rather than only their expected value, thereby capturing the inherent stochasticity in returns.

43

Publications

2.7K

Citations

85

Authors

65

Institutions

Publications per year

2017–2026

13

Parents

Publications

43

Distributional Reinforcement Learning With Quantile Regression

Will Dabney, Mark Rowland, Marc G. Bellemare et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 512 citations · Full text

, , +12

A distributional code for value in dopamine-based reinforcement learning

Will Dabney, Zeb Kurth‐Nelson, Naoshige Uchida et al. · Nature · 2020 · 476 citations · Full text

, , +13

A Distributional Perspective on Reinforcement Learning

Marc G. Bellemare, Will Dabney, Rémi Munos · arXiv (Cornell University) · 2017 · 241 citations · Full text

, , +16

Distributional Reinforcement Learning with Quantile Regression

Will Dabney, Mark Rowland, Marc G. Bellemare et al. · arXiv (Cornell University) · 2017 · 150 citations · Full text

, , +12

Robust ordinal regression for value functions handling interacting criteria

Salvatore Greco, Vincent Mousseau, Roman Słowiński · European Journal of Operational Research · 2014 · 118 citations · Full text

, , +9

1–5 of 43

Authors

85

  1. RM
    Rémi Munos

    Google (United States), United States

    6 publications · 1.4K citations

    6

    h-index

  2. WD
    Will Dabney

    Google (United States), United States

    6 publications · 1.4K citations

    6

    h-index

  3. MG
    Marc G. Bellemare

    Google (United States), United States

    5 publications · 958 citations

    5

    h-index

  4. MR
    Mark Rowland

    Google (United States), United States

    4 publications · 717 citations

    4

    h-index

  5. AG
    Arthur Gretton

    University College London, United Kingdom

    2 publications · 37 citations

    2

    h-index

1–5 of 85

Institutions

65

  1. Google (United States)

    Mountain View, United States

    4 h-index

    7 publications

    1.2K citations

  2. Google DeepMind (United Kingdom)

    London, United Kingdom

    3 h-index

    9 publications

    3.7K citations

  3. University College London

    London, United Kingdom

    3 h-index

    4 publications

    1K citations

  4. University of Cambridge

    Cambridge, United Kingdom

    3 h-index

    3 publications

    674 citations

  5. Polish Academy of Sciences

    Warsaw, Poland

    2 h-index

    2 publications

    138 citations

  6. University of Catania

    Catania, Italy

    2 h-index

    3 publications

    158 citations

  7. Max Planck Institute for Intelligent Systems

    Stuttgart, Germany

    2 h-index

    3 publications

    53 citations

  8. University of Portsmouth

    Portsmouth, United Kingdom

    2 h-index

    2 publications

    138 citations

1–8 of 65

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 472 citations

    5

    h-index

  2. Economica

    2 publications · 84 citations

    2

    h-index

  3. Dynamic Games and Applications

    1 publications · 10 citations

    1

    h-index

  4. Monatshefte für Mathematik

    1 publications · 25 citations

    1

    h-index

  5. Journal of the London Mathematical Society

    1 publications · 26 citations

    1

    h-index

1–5