Concepedia

No-regret Dynamics

No-Regret Dynamics is a learning framework in game theory whereby a player’s strategy update rule ensures that the long-term average regret of its actions converges to zero relative to the best fixed action in hindsight, under repeated interactions in a zero-sum game.

26

Publications

1.3K

Citations

65

Authors

39

Institutions

Publications per year

2017–2026

10

Variants

No-regret Learning

Parents

Publications

26

A Theory of Regret Regulation 1.1

Rik Pieters, Marcel Zeelenberg · Journal of Consumer Psychology · 2007 · 264 citations

, , +11

Training GANs with Optimism

Constantinos Daskalakis, Andrew Ilyas, Vasilis Syrgkanis et al. · International Conference on Learning Representations · 2017 · 138 citations

, , +15

Stochastic Approximations and Differential Inclusions, Part II: Applications

Michel Benaı̈m, Josef Hofbauer, Sylvain Sorin · Mathematics of Operations Research · 2006 · 110 citations

, , +16

On the convergence of regret minimization dynamics in concave games

Eyal Even-Dar, Yishay Mansour, Uri Nadav · 2009 · 81 citations

, , +15

Regret based dynamics

Jason R. Marden, Gürdal Arslan, Jeff S. Shamma · 2007 · 74 citations

, , +17

1–5 of 26

Authors

65

  1. GP
    Georgios Piliouras

    Singapore University of Technology and Design, Singapore

    3 publications · 79 citations

    3

    h-index

  2. GF
    Gabriele Farina

    Carnegie Mellon University, United States

    3 publications · 43 citations

    3

    h-index

  3. NG
    Nicola Gatti

    Politecnico di Milano, Italy

    2 publications · 27 citations

    2

    h-index

  4. AC
    Andrea Celli

    Politecnico di Milano, Italy

    2 publications · 27 citations

    2

    h-index

  5. AM
    Alberto Marchesi

    Politecnico di Milano, Italy

    2 publications · 27 citations

    2

    h-index

1–5 of 65

Institutions

39

  1. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    5 publications

    108 citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    3 h-index

    5 publications

    75 citations

  3. University of California, Berkeley

    Berkeley, United States

    2 h-index

    4 publications

    144 citations

  4. Laboratoire d'Informatique de Grenoble

    Grenoble, France

    2 h-index

    3 publications

    50 citations

  5. Singapore University of Technology and Design

    Singapore, Singapore

    2 h-index

    4 publications

    74 citations

  6. Tilburg University

    Tilburg, The Netherlands

    2 h-index

    4 publications

    668 citations

  7. Massachusetts Institute of Technology

    Cambridge, United States

    2 h-index

    6 publications

    462 citations

  8. Politecnico di Milano

    Milan, Italy

    2 h-index

    5 publications

    70 citations

1–8 of 39

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 78 citations

    4

    h-index

  2. 2

    h-index

  3. Journal of the ACM

    JACM · 1 publications · 11 citations

    1

    h-index

  4. Mathematics of Operations Research

    1 publications · 110 citations

    1

    h-index

  5. Energy Policy

    1 publications · 29 citations

    1

    h-index

1–5