Concepedia

Multiobjective Reinforcement Learning

Multiobjective Reinforcement Learning is a reinforcement learning framework that extends the standard Markov decision process to environments with multiple, often competing, objective functions, where the goal is to learn policies that optimize a vector of cumulative rewards rather than a scalar return.

82

Publications

5.2K

Citations

256

Authors

107

Institutions

Publications per year

2017–2026

61

Variants

Morl

Parents

Publications

82

Multiobjective Reinforcement Learning: A Comprehensive Overview

Chunming Liu, Xin Xu, Dewen Hu · IEEE Transactions on Systems Man and Cybernetics Systems · 2014 · 359 citations

, , +13

A practical guide to multi-objective reinforcement learning and planning

Conor F. Hayes, Roxana Rădulescu, Eugenio Bargiacchi et al. · VUBIR (Vrije Universiteit Brussel) · 2022 · 327 citations · Full text

, , +13

Empirical evaluation methods for multiobjective reinforcement learning algorithms

Peter Vamplew, Richard Dazeley, Adam Berry et al. · Machine Learning · 2010 · 274 citations · Full text

, , +13

Scalarized multi-objective reinforcement learning: Novel design techniques

Kristof Van Moffaert, Mădălina M. Drugan, Ann Nowé · 2013 · 251 citations

, , +16

Multi-objective reinforcement learning using sets of pareto dominating policies

Kristof Van Moffaert, Ann Nowé · 2014 · 240 citations

, , +14

1–5 of 82

Authors

256

  1. PV
    Peter Vamplew

    Federation University, Australia

    9 publications · 889 citations

    9

    h-index

  2. RD
    Richard Dazeley

    Federation University, Australia

    8 publications · 876 citations

    8

    h-index

  3. AN
    Ann Nowé

    Vrije Universiteit Brussel, Belgium

    7 publications · 931 citations

    7

    h-index

  4. DM
    Diederik M. Roijers

    Vrije Universiteit Brussel, Belgium

    5 publications · 609 citations

    5

    h-index

  5. CF
    Cameron Foale

    Federation University, Australia

    4 publications · 113 citations

    4

    h-index

1–5 of 256

Institutions

107

  1. Vrije Universiteit Brussel

    Brussels, Belgium

    8 h-index

    18 publications

    3.3K citations

  2. Federation University

    Ballarat, Australia

    8 h-index

    20 publications

    1.9K citations

  3. Deakin University

    Burwood, Australia

    5 h-index

    9 publications

    1.1K citations

  4. Politecnico di Milano

    Milan, Italy

    4 h-index

    10 publications

    858 citations

  5. University of Oxford

    Oxford, United Kingdom

    4 h-index

    9 publications

    499 citations

  6. Google (United States)

    Mountain View, United States

    3 h-index

    4 publications

    102 citations

  7. National University of Defense Technology

    Changsha, China

    3 h-index

    12 publications

    2.2K citations

  8. Ollscoil na Gaillimhe – University of Galway

    Galway, Ireland

    3 h-index

    10 publications

    1.3K citations

1–8 of 107

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 318 citations

    7

    h-index

  2. Neurocomputing

    5 publications · 184 citations

    5

    h-index

  3. 4

    h-index

  4. IEEE Access

    3 publications · 104 citations

    3

    h-index

  5. Expert Systems with Applications

    3 publications · 75 citations

    3

    h-index

1–5