Concepedia

Exploration Bonuses

Exploration Bonuses is a reinforcement learning strategy that augments estimated action values with an additional term incentivizing the selection of less-visited states or actions, thereby promoting systematic exploration in sequential decision-making environments.

28

Publications

3.5K

Citations

91

Authors

37

Institutions

Publications per year

2017–2026

18

Variants

Exploration Bonus

Parents

Publications

28

Unifying count-based exploration and intrinsic motivation

Marc G. Bellemare, Sriram Srinivasan, Georg Ostrovski et al. · Neural Information Processing Systems · 2016 · 679 citations

, , +17

The anatomy of choice: active inference and agency

Karl Friston, Philipp Schwartenbeck, Thomas H. B. FitzGerald et al. · Frontiers in Human Neuroscience · 2013 · 347 citations · Full text

, , +17

#Exploration: A Study of Count-Based Exploration for Deep Reinforcement Learning

Haoran Tang, Rein Houthooft, Davis Foote et al. · arXiv (Cornell University) · 2016 · 344 citations · Full text

, , +14

Incentivizing Exploration In Reinforcement Learning With Deep Predictive Models

Bradly C. Stadie, Sergey Levine, Pieter Abbeel · arXiv (Cornell University) · 2015 · 304 citations · Full text

, , +14

Exploration by Random Network Distillation

Yuri Burda, Harrison Edwards, Amos Storkey et al. · arXiv (Cornell University) · 2018 · 259 citations · Full text

, , +15

1–5 of 28

Authors

91

  1. MG
    Marc G. Bellemare

    Google (United States), United States

    8 publications · 1.5K citations

    8

    h-index

  2. MC
    Marlos C. Machado

    University of Alberta, Canada

    4 publications · 165 citations

    4

    h-index

  3. GO
    Georg Ostrovski

    Google DeepMind (United Kingdom), United Kingdom

    4 publications · 1.3K citations

    4

    h-index

  4. RM
    Rémi Munos

    Google (United States), United States

    3 publications · 639 citations

    3

    h-index

  5. AV
    Aäron van den Oord

    Google (United States), United States

    2 publications · 392 citations

    2

    h-index

1–5 of 91

Institutions

37

  1. Google (United States)

    Mountain View, United States

    6 h-index

    18 publications

    1.1K citations

  2. Google DeepMind (United Kingdom)

    London, United Kingdom

    3 h-index

    13 publications

    5.6K citations

  3. University College London

    London, United Kingdom

    3 h-index

    11 publications

    3.1K citations

  4. Wellcome Centre for Human Neuroimaging

    London, United Kingdom

    2 h-index

    5 publications

    1.2K citations

  5. OpenAI (United States)

    San Francisco, United States

    2 h-index

    5 publications

    1.5K citations

  6. Meta (Israel)

    Tel Aviv, Israel

    2 h-index

    3 publications

    78 citations

  7. University of California, Berkeley

    Berkeley, United States

    2 h-index

    7 publications

    2.1K citations

  8. Institute of Cognitive and Brain Sciences

    New York, United States

    2 h-index

    2 publications

    165 citations

1–8 of 37

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 1.5K citations

    11

    h-index

  2. Machine Learning

    2 publications · 165 citations

    2

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 37 citations

    2

    h-index

  4. Neural Information Processing Systems

    Conference · 2 publications · 701 citations

    2

    h-index

  5. International Conference on Machine Learning

    Conference · 2 publications · 189 citations

    2

    h-index

1–5