Concepedia

Saddle Point Optimization

Saddle Point Optimization is a mathematical optimization framework that addresses problems involving the simultaneous minimization and maximization of a function over distinct variable sets, typically to find stable equilibria in non-convex machine learning objectives such as those in adversarial training and min-max formulations.

638

Publications

38.8K

Citations

1.2K

Authors

521

Institutions

Publications per year

2017–2026

254

Parents

Publications

638

Robust Stochastic Approximation Approach to Stochastic Programming

Arkadi Nemirovski, Anatoli Juditsky, Guanghui Lan et al. · SIAM Journal on Optimization · 2009 · 2.1K citations

, , +13

Optimization methods for finding minimum energy paths

Daniel Sheppard, Rye Terrell, Graeme Henkelman · The Journal of Chemical Physics · 2008 · 1.8K citations

, , +14

The extragradient method for finding saddle points and other problems

G. M. Korpelevich · Medical Entomology and Zoology · 1976 · 1.6K citations

, , +13

The planar approximation. II

C. Itzykson, Jean-Bernard Zuber · Journal of Mathematical Physics · 1980 · 964 citations

, , +9

On Distributed Convex Optimization Under Inequality and Equality Constraints

Minghui Zhu · IEEE Transactions on Automatic Control · 2011 · 781 citations

, , +16

1–5 of 638

Authors

1.2K

  1. GL
    Guanghui Lan

    Georgia Institute of Technology, United States

    9 publications · 2.9K citations

    9

    h-index

  2. AR
    Alejandro Ribeiro

    University of Pennsylvania, United States

    9 publications · 366 citations

    9

    h-index

  3. AK
    Alec Koppel

    DEVCOM Army Research Laboratory, United States

    9 publications · 338 citations

    9

    h-index

  4. SL
    Simon Lacoste-Julien

    Université de Montréal, Canada

    8 publications · 410 citations

    8

    h-index

  5. TY
    Tianbao Yang

    University of Iowa, United States

    8 publications · 235 citations

    8

    h-index

1–5 of 1.2K

Institutions

521

  1. Princeton University

    Princeton, United States

    18 h-index

    28 publications

    1.1K citations

  2. University of California, Berkeley

    Berkeley, United States

    15 h-index

    26 publications

    1.6K citations

  3. Georgia Institute of Technology

    Atlanta, United States

    15 h-index

    26 publications

    7.2K citations

  4. University of Illinois Urbana-Champaign

    Urbana, United States

    14 h-index

    24 publications

    1.8K citations

  5. Massachusetts Institute of Technology

    Cambridge, United States

    13 h-index

    25 publications

    1.2K citations

  6. The University of Texas at Austin

    Austin, United States

    12 h-index

    22 publications

    6.5K citations

  7. University of Minnesota

    Minneapolis, United States

    11 h-index

    25 publications

    1.9K citations

  8. University of Pennsylvania

    Philadelphia, United States

    11 h-index

    21 publications

    1.1K citations

1–8 of 521

Venues

  1. arXiv (Cornell University)

    Repository · 99 publications · 4.3K citations

    37

    h-index

  2. IEEE Transactions on Signal Processing

    14 publications · 968 citations

    15

    h-index

  3. SIAM Journal on Optimization

    15 publications · 3.2K citations

    15

    h-index

  4. IEEE Transactions on Automatic Control

    12 publications · 1.3K citations

    12

    h-index

  5. Journal of Optimization Theory and Applications

    14 publications · 933 citations

    12

    h-index

1–5