Concepedia

Preference-based Reward Learning

Preference-Based Reward Learning is a reward learning framework that infers a reward function by modeling preferences expressed over pairs of trajectories or behaviors, distinguishing itself from other reward learning methods through its reliance on comparative human feedback rather than absolute or numerical rewards.

19

Publications

929

Citations

66

Authors

25

Institutions

Publications per year

2017–2026

15

Variants

Pbrl

Parents

Publications

19

Active Preference-Based Learning of Reward Functions

Dorsa Sadigh, Anca D. Dragan, S. Shankar Sastry et al. · 2017 · 260 citations · Full text

, , +16

A survey of preference-based reinforcement learning methods

Christian Wirth, Riad Akrour, Gerhard Neumann et al. · Repository KITopen (Karlsruhe Institute of Technology) · 2017 · 115 citations · Full text

, , +16

ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation

Jiazheng Xu, Xiao Liu, Yuchen Wu et al. · arXiv (Cornell University) · 2023 · 99 citations · Full text

, , +13

A survey of preference-based reinforcement learning methods

WirthChristian, AkrourRiad, NeumannGerhard et al. · Journal of Machine Learning Research · 2017 · 96 citations

, , +16

Lipopolysaccharide Reduces Incentive Motivation While Boosting Preference for High Reward in Mice

Elisabeth G. Vichaya, Sarah C Hunt, Robert Dantzer · Neuropsychopharmacology · 2014 · 89 citations · Full text

, , +12

1–5 of 19

Authors

66

  1. DS
    Dorsa Sadigh

    Stanford University, United States

    4 publications · 349 citations

    4

    h-index

  2. KG
    Kun Gai

    Alibaba Group (China), China

    1 publications · 25 citations

    1

    h-index

  3. YS
    Younggyo Seo

    University of California, Berkeley, United States

    1 publications · 14 citations

    1

    h-index

  4. MJ
    Mykel J. Kochenderfer

    Stanford University, United States

    1 publications · 54 citations

    1

    h-index

  5. YD
    Yuxiao Dong

    Tsinghua University, China

    1 publications · 99 citations

    1

    h-index

1–5 of 66

Institutions

25

  1. Stanford University

    Stanford, United States

    2 h-index

    5 publications

    206 citations

  2. University of Colorado Anschutz Medical Campus

    Aurora, United States

    1 h-index

    2 publications

    22 citations

  3. Corvallis Environmental Center

    Corvallis, United States

    1 h-index

    3 publications

    162 citations

  4. The University of Texas at Austin

    Austin, United States

    1 h-index

    2 publications

    30 citations

  5. Nanyang Technological University

    Singapore, Singapore

    1 h-index

    4 publications

    100 citations

  6. University of Washington

    Seattle, United States

    1 h-index

    1 publications

    23 citations

  7. St. John's University

    New York, United States

    1 h-index

    1 publications

    23 citations

  8. The University of Texas MD Anderson Cancer Center

    Houston, United States

    1 h-index

    3 publications

    267 citations

1–8 of 25

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 141 citations

    4

    h-index

  2. 1

    h-index

  3. ACM Transactions on Human-Robot Interaction

    THRI · 1 publications · 12 citations

    1

    h-index

  4. Neuropsychopharmacology

    1 publications · 89 citations

    1

    h-index

  5. Journal of Abnormal & Social Psychology

    1 publications · 11 citations

    1

    h-index

1–5