Concepedia

Exploration Under Constraints

Exploration Under Constraints is a strategic decision-making framework within the exploration-exploitation tradeoff that specifically governs how agents balance the acquisition of new information against the utilization of known rewards while operating under predefined limitations on resources, actions, or environmental feedback.

8

Publications

352

Citations

23

Authors

19

Institutions

Publications per year

2017–2026

4

Parents

Publications

8

The effects of task difficulty, novelty and the size of the search space on intrinsically motivated exploration

Adrien Baranès, Pierre‐Yves Oudeyer, Jacqueline Gottlieb · Frontiers in Neuroscience · 2014 · 92 citations · Full text

, , +10

Time pressure changes how people explore and respond to uncertainty

Charley M. Wu, Eric Schulz, Timothy J. Pleskac et al. · Scientific Reports · 2022 · 81 citations · Full text

, , +17

Incorporating Behavioral Constraints in Online AI Systems

Avinash Balakrishnan, Djallel Bouneffouf, Nicholas Mattei et al. · 2019 · 60 citations

, , +17

Humans adaptively resolve the explore-exploit dilemma under cognitive constraints: Evidence from a multi-armed bandit task

Vanessa M. Brown, Michael N. Hallquist, Michael J. Frank et al. · Cognition · 2022 · 40 citations · Full text

, , +13

CHARADE: a rule system learning system

Jean‐Gabriel Ganascia · 1987 · 29 citations

, , +16

1–5 of 8

Authors

23

  1. ES
    Eric Schulz

    University College London, United Kingdom

    2 publications · 94 citations

    2

    h-index

  2. TJ
    Timothy J. Pleskac

    Max Planck Institute for Human Development, Germany

    2 publications · 94 citations

    2

    h-index

  3. CM
    Charley M. Wu

    Max Planck Institute for Human Development, Germany

    2 publications · 94 citations

    2

    h-index

  4. MS
    Maarten Speekenbrink

    University College London, United Kingdom

    2 publications · 94 citations

    2

    h-index

  5. DB
    Djallel Bouneffouf

    IBM (United States), United States

    1 publications · 60 citations

    1

    h-index

1–5 of 23

Institutions

19

  1. Allen Institute for Brain Science

    Seattle, United States

    2 h-index

    2 publications

    132 citations

  2. Max Planck Institute for Biological Cybernetics

    Tübingen, Germany

    2 h-index

    2 publications

    94 citations

  3. University College London

    London, United Kingdom

    2 h-index

    2 publications

    94 citations

  4. University of Kansas

    Lawrence, United States

    2 h-index

    2 publications

    94 citations

  5. University of Tübingen

    Tübingen, Germany

    2 h-index

    2 publications

    94 citations

  6. Max Planck Institute for Human Development

    Berlin, Germany

    2 h-index

    2 publications

    94 citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    1 h-index

    1 publications

    29 citations

  8. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    1 h-index

    1 publications

    40 citations

1–8 of 19

Venues

  1. Frontiers in Neuroscience

    1 publications · 92 citations

    1

    h-index

  2. Cognition

    1 publications · 40 citations

    1

    h-index

  3. Scientific Reports

    1 publications · 81 citations

    1

    h-index

1–3