Concepedia

Quality Diversity

Quality Diversity is a computational optimization paradigm that, as opposed to traditional single-objective approaches, emphasizes the discovery of a diverse collection of high-performing solutions across a behaviorally distinct feature space.

49

Publications

2.3K

Citations

93

Authors

43

Institutions

Publications per year

2017–2026

40

Variants

Quality-diversity

Parents

Publications

49

Quality Diversity: A New Frontier for Evolutionary Computation

Justin K. Pugh, L. B. Soros, Kenneth O. Stanley · Frontiers in Robotics and AI · 2016 · 482 citations · Full text

, , +12

Improving Exploration in Evolution Strategies for Deep Reinforcement Learning via a Population of Novelty-Seeking Agents

Edoardo Conti, Vashisht Madhavan, Felipe Petroski Such et al. · Neural Information Processing Systems · 2018 · 148 citations

, , +16

Confronting the Challenge of Quality Diversity

Justin K. Pugh, L. B. Soros, Paul Szerlip et al. · 2015 · 125 citations · Full text

, , +6

AlphaStar

Proceedings of the Genetic and Evolutionary Computation Conference Companion · 2019 · 122 citations · Full text

, , +13

Procedural Content Generation through Quality Diversity

Daniele Gravina, Ahmed Khalifa, Antonios Liapis et al. · 2019 IEEE Conference on Games (CoG) · 2019 · 121 citations · Full text

, , +13

1–5 of 49

Authors

93

  1. SN
    Stefanos Nikolaidis

    University of Southern California, United States

    10 publications · 229 citations

    10

    h-index

  2. MC
    Matthew C. Fontaine

    University of Southern California, United States

    10 publications · 229 citations

    10

    h-index

  3. JT
    Julian Togelius

    New York University, United States

    6 publications · 276 citations

    6

    h-index

  4. KO
    Kenneth O. Stanley

    University of Central Florida, United States

    5 publications · 931 citations

    5

    h-index

  5. AK
    Amy K. Hoover

    New Jersey Institute of Technology, United States

    3 publications · 82 citations

    3

    h-index

1–5 of 93

Institutions

43

  1. University of Southern California

    Los Angeles, United States

    9 h-index

    30 publications

    695 citations

  2. New York University

    New York, United States

    8 h-index

    13 publications

    702 citations

  3. California Southern University

    Chandler, United States

    6 h-index

    18 publications

    505 citations

  4. Imperial College London

    London, United Kingdom

    5 h-index

    8 publications

    429 citations

  5. Hochschule Bonn-Rhein-Sieg

    Sankt Augustin, Germany

    3 h-index

    6 publications

    150 citations

  6. New Jersey Institute of Technology

    Newark, United States

    3 h-index

    3 publications

    82 citations

  7. Université de Lorraine

    Nancy, France

    3 h-index

    5 publications

    207 citations

  8. University of Central Florida

    Orlando, United States

    3 h-index

    8 publications

    2.1K citations

1–8 of 43

Venues

  1. Proceedings of the Genetic and Evolutionary Computation Conference

    Conference · 14 publications · 360 citations

    12

    h-index

  2. arXiv (Cornell University)

    Repository · 4 publications · 170 citations

    4

    h-index

  3. IEEE Transactions on Evolutionary Computation

    3 publications · 70 citations

    3

    h-index

  4. 2

    h-index

  5. 2019 IEEE Conference on Games (CoG)

    Conference · 2 publications · 183 citations

    2

    h-index

1–5