Concepedia

Dataset Shift Robustness

Dataset Shift Robustness is a property of a machine learning model that enables it to maintain consistent performance across different data distributions by inherently adapting to shifts between training and test datasets without requiring retraining or recalibration.

88

Publications

9.7K

Citations

313

Authors

92

Institutions

Publications per year

2017–2026

78

Parents

Publications

88

The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization

Dan Hendrycks, Steven Basart, Norman Mu et al. · 2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 2021 · 1K citations

, , +10

A unifying view on dataset shift in classification

Jose G. Moreno-Torres, Troy Raeder, Rocío Aláiz-Rodríguez et al. · Pattern Recognition · 2011 · 962 citations

, , +14

Dataset Shift in Machine Learning

Niall M. Adams · Journal of the Royal Statistical Society Series A (Statistics in Society) · 2009 · 727 citations

, , +12

Can You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift

Yaniv Ovadia, Emily Fertig, Jie Ren et al. · arXiv (Cornell University) · 2019 · 654 citations · Full text

, , +17

AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty

Dan Hendrycks, Norman Mu, Ekin D. Cubuk et al. · arXiv (Cornell University) · 2019 · 567 citations · Full text

, , +17

1–5 of 88

Authors

313

  1. BL
    Balaji Lakshminarayanan

    Google (United States), United States

    5 publications · 1.9K citations

    5

    h-index

  2. SS
    Suchi Saria

    Johns Hopkins University, United States

    5 publications · 369 citations

    5

    h-index

  3. AS
    Adarsh Subbaswamy

    Johns Hopkins University, United States

    5 publications · 369 citations

    5

    h-index

  4. NM
    Norman Mu

    Google (United States), United States

    4 publications · 1.8K citations

    4

    h-index

  5. DH
    Dan Hendrycks

    University of California, Berkeley, United States

    4 publications · 1.8K citations

    4

    h-index

1–5 of 313

Institutions

92

  1. Google (United States)

    Mountain View, United States

    11 h-index

    52 publications

    16.9K citations

  2. University of California, Berkeley

    Berkeley, United States

    7 h-index

    19 publications

    11.1K citations

  3. Stanford University

    Stanford, United States

    6 h-index

    24 publications

    1.5K citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    5 h-index

    8 publications

    354 citations

  5. Johns Hopkins University

    Baltimore, United States

    5 h-index

    10 publications

    728 citations

  6. Hospital for Sick Children

    Toronto, Canada

    3 h-index

    9 publications

    345 citations

  7. University of Cambridge

    Cambridge, United Kingdom

    3 h-index

    3 publications

    44 citations

  8. SickKids Foundation

    Toronto, Canada

    3 h-index

    9 publications

    345 citations

1–8 of 92

Venues

  1. arXiv (Cornell University)

    Repository · 37 publications · 3.2K citations

    21

    h-index

  2. 3

    h-index

  3. 2

    h-index

  4. New England Journal of Medicine

    NEJM · 1 publications · 21 citations

    1

    h-index

  5. Journal of Biomedical Informatics

    1 publications · 22 citations

    1

    h-index

1–5