Concepedia

Concept-based Explanations

Concept-Based Explanations is a type of interpretable machine learning method that identifies high-level human-understandable concepts—such as object parts or semantic attributes—and quantifies their contributions to a model's predictions, thereby explaining model behavior in terms of meaningful data abstractions rather than raw features.

110

Publications

43.8K

Citations

344

Authors

144

Institutions

Publications per year

2017–2026

78

Variants

Concept-based Explanation

Parents

Publications

110

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

Ramprasaath R. Selvaraju, Michael Cogswell, Abhishek Das et al. · 2017 · 21.6K citations

, , +16

From local explanations to global understanding with explainable AI for trees

Scott Lundberg, Gabriel Erion, Hugh Chen et al. · Nature Machine Intelligence · 2020 · 8.9K citations · Full text

, , +16

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

International Journal of Computer Vision · 2019 · 5.6K citations · Full text

, , +16

Explaining prediction models and individual predictions with feature contributions

Erik Štrumbelj, Igor Kononenko · Knowledge and Information Systems · 2013 · 2.2K citations

, , +15

Comprehending Complex Concepts

Gregory L. Murphy · Cognitive Science · 1988 · 411 citations

, , +10

1–5 of 110

Authors

344

  1. BK
    Been Kim

    Google (United States), United States

    6 publications · 315 citations

    6

    h-index

  2. PL
    Píetro Lió

    University of Cambridge, United Kingdom

    5 publications · 160 citations

    5

    h-index

  3. SL
    Sebastian Lapuschkin

    Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute, Germany

    3 publications · 189 citations

    3

    h-index

  4. PB
    Pietro Barbiero

    University of Cambridge, United Kingdom

    3 publications · 123 citations

    3

    h-index

  5. TL
    Tania Lombrozo

    University of California, Berkeley, United States

    3 publications · 131 citations

    3

    h-index

1–5 of 344

Institutions

144

  1. University of Cambridge

    Cambridge, United Kingdom

    4 h-index

    10 publications

    306 citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    4 h-index

    12 publications

    552 citations

  3. Google (United States)

    Mountain View, United States

    3 h-index

    6 publications

    343 citations

  4. Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute

    Berlin, Germany

    3 h-index

    19 publications

    1.3K citations

  5. Technische Universität Berlin

    Berlin, Germany

    3 h-index

    6 publications

    378 citations

  6. Bar-Ilan University

    Ramat Gan, Israel

    2 h-index

    2 publications

    36 citations

  7. California Institute of Technology

    Pasadena, United States

    2 h-index

    10 publications

    345 citations

  8. University of Ljubljana

    Ljubljana, Slovenia

    2 h-index

    5 publications

    4.8K citations

1–8 of 144

Venues

  1. arXiv (Cornell University)

    Repository · 17 publications · 633 citations

    13

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 6 publications · 273 citations

    6

    h-index

  3. IEEE Access

    3 publications · 177 citations

    3

    h-index

  4. Cognition

    3 publications · 152 citations

    3

    h-index

  5. 2

    h-index

1–5