Concepedia

Reward Decomposition

Reward Decomposition is a methodological framework in reward design that decomposes a composite reward signal into interpretable and actionable sub-rewards to facilitate learning, credit assignment, and alignment in complex decision-making environments.

11

Publications

922

Citations

36

Authors

19

Institutions

Publications per year

2017–2026

8

Parents

Publications

11

A decomposition approach for stochastic reward net models

Gianfranco Ciardo, Kishor S. Trivedi · Performance Evaluation · 1993 · 267 citations

, , +12

Reward structure and cooperation: The decomposed Prisoner's Dilemma game.

Dean G. Pruitt · Journal of Personality and Social Psychology · 1967 · 205 citations

, , +14

Using Reward Machines for High-Level Task Specification and Decomposition in Reinforcement Learning

Rodrigo Toro Icarte, Toryn Q. Klassen, Richard Valenzano et al. · International Conference on Machine Learning · 2018 · 129 citations

, , +15

Automatic shaping and decomposition of reward functions

Bhaskara Marthi · 2007 · 108 citations · Full text

, , +16

Mental Models of Mere Mortals with Explanations of Reinforcement Learning

A. W. Anderson, Jonathan Dodge, Amrita Sadarangani et al. · ACM Transactions on Interactive Intelligent Systems · 2020 · 64 citations

, , +16

1–5 of 11

Authors

36

  1. MB
    Margaret Burnett

    Oregon State University, United States

    2 publications · 77 citations

    2

    h-index

  2. EN
    Evan Newman

    Oregon State University, United States

    2 publications · 77 citations

    2

    h-index

  3. AS
    Amrita Sadarangani

    Oregon State University, United States

    2 publications · 77 citations

    2

    h-index

  4. ZJ
    Zoe Juozapaitis

    Oregon State University, United States

    2 publications · 77 citations

    2

    h-index

  5. AF
    Alan Fern

    Oregon State University, United States

    2 publications · 77 citations

    2

    h-index

1–5 of 36

Institutions

19

  1. Oregon State University

    Corvallis, United States

    2 h-index

    19 publications

    757 citations

  2. Tsinghua University

    Beijing, China

    2 h-index

    3 publications

    144 citations

  3. Zayed University

    Abu Dhabi, United Arab Emirates

    1 h-index

    1 publications

    32 citations

  4. Duke University

    Durham, United States

    1 h-index

    1 publications

    267 citations

  5. Örebro University

    Örebro, Sweden

    1 h-index

    3 publications

    36 citations

  6. Shandong Institute of Automation

    Jinan, China

    1 h-index

    4 publications

    136 citations

  7. William & Mary

    Williamsburg, United States

    1 h-index

    1 publications

    267 citations

  8. Williams (United States)

    Tulsa, United States

    1 h-index

    1 publications

    267 citations

1–8 of 19

Venues

  1. International Conference on Machine Learning

    Conference · 1 publications · 129 citations

    1

    h-index

  2. Journal of Personality and Social Psychology

    1 publications · 205 citations

    1

    h-index

  3. IEEE Access

    1 publications · 32 citations

    1

    h-index

  4. ACM Transactions on Interactive Intelligent Systems

    TIIS · 1 publications · 64 citations

    1

    h-index

  5. 1

    h-index

1–5