Concepedia

Multi-armed Bandit Experiments

Multi-Armed Bandit Experiments is a sequential experimentation strategy that, as a type of adaptive experimental design, dynamically allocates treatment assignments to optimize cumulative rewards by balancing exploration and exploitation across competing intervention arms.

114

Publications

8.2K

Citations

268

Authors

151

Institutions

Publications per year

2017–2026

65

Variants

MabMulti-armed Bandit

Parents

Publications

114

Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design

Niranjan Srinivas, Andreas Krause, Sham M. Kakade et al. · Infoscience (Ecole Polytechnique Fédérale de Lausanne) · 2009 · 1.1K citations · Full text

, , +16

Strategic Experimentation with Exponential Bandits

Godfrey Keller, Sven Rady, Martin W. Cripps · Econometrica · 2004 · 479 citations

, , +13

Using cognitive psychology to understand GPT-3

Marcel Binz, Eric Schulz · Proceedings of the National Academy of Sciences · 2023 · 452 citations · Full text

, , +17

A modern Bayesian look at the multi‐armed bandit

Steven L. Scott · Applied Stochastic Models in Business and Industry · 2010 · 426 citations

, , +15

Separable Learning Systems in the Macaque Brain and the Role of Orbitofrontal Cortex in Contingent Learning

Mark E. Walton, Timothy E.J. Behrens, Mark J. Buckley et al. · Neuron · 2010 · 419 citations · Full text

, , +14

1–5 of 114

Authors

268

  1. ES
    Eric Schulz

    University College London, United Kingdom

    13 publications · 946 citations

    12

    h-index

  2. MS
    Maarten Speekenbrink

    University College London, United Kingdom

    8 publications · 295 citations

    8

    h-index

  3. AR
    Aaditya Ramdas

    Carnegie Mellon University, United States

    5 publications · 140 citations

    5

    h-index

  4. GK
    Godfrey Keller

    University of Oxford, United Kingdom

    5 publications · 682 citations

    5

    h-index

  5. CM
    Charley M. Wu

    Max Planck Institute for Human Development, Germany

    5 publications · 215 citations

    5

    h-index

1–5 of 268

Institutions

151

  1. University of Oxford

    Oxford, United Kingdom

    10 h-index

    20 publications

    4K citations

  2. University College London

    London, United Kingdom

    9 h-index

    17 publications

    677 citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    8 h-index

    19 publications

    534 citations

  4. Max Planck Institute for Biological Cybernetics

    Tübingen, Germany

    6 h-index

    8 publications

    1.2K citations

  5. University of California San Diego

    San Diego, United States

    6 h-index

    11 publications

    607 citations

  6. Max Planck Institute for Human Development

    Berlin, Germany

    6 h-index

    14 publications

    502 citations

  7. The University of Tokyo

    Tokyo, Japan

    5 h-index

    8 publications

    220 citations

  8. Harvard University

    Cambridge, United States

    5 h-index

    10 publications

    431 citations

1–8 of 151

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 416 citations

    10

    h-index

  2. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 8 publications · 163 citations

    7

    h-index

  3. SSRN Electronic Journal

    Repository · 5 publications · 149 citations

    5

    h-index

  4. PLoS Computational Biology

    4 publications · 197 citations

    4

    h-index

  5. Econometrica

    4 publications · 929 citations

    4

    h-index

1–5