Concepedia

Contrastive Explanations

Contrastive Explanations is a type of explanatory framework in robot explainability that, unlike general explanations, specifies why a particular outcome occurred rather than an alternative by identifying the relevant factors that differentiate the actual outcome from a salient alternative.

90

Publications

5.6K

Citations

187

Authors

105

Institutions

Publications per year

2017–2026

53

Parents

Publications

90

Explaining Explanations in AI

Brent Mittelstadt, Chris Russell, Sandra Wachter · 2019 · 725 citations · Full text

, , +10

Evaluating XAI: A comparison of rule-based and example-based explanations

Jasper van der Waa, Elisabeth G.I. Nieuwburg, Anita Cremers et al. · Artificial Intelligence · 2020 · 378 citations · Full text

, , +13

A Survey of Contrastive and Counterfactual Explanation Generation Methods for Explainable Artificial Intelligence

Ilia Stepin, José M. Alonso, Alejandro Catalá et al. · IEEE Access · 2021 · 357 citations · Full text

, , +14

Dissecting explanatory power

Petri Ylikoski, Jaakko Kuorikoski · Philosophical Studies · 2008 · 265 citations · Full text

, , +11

Clarifying the role of social comparison in the big-fish–little-pond effect (BFLPE): An integrative study.

Pascal Huguet, Florence Dumas, Herbert W. Marsh et al. · Journal of Personality and Social Psychology · 2009 · 222 citations · Full text

, , +15

1–5 of 90

Authors

187

  1. PC
    Pin‐Yu Chen

    IBM (United States), United States

    5 publications · 400 citations

    5

    h-index

  2. AD
    Amit Dhurandhar

    IBM (United States), United States

    5 publications · 400 citations

    5

    h-index

  3. CT
    Chun‐Chen Tu

    University of Michigan, United States

    4 publications · 371 citations

    4

    h-index

  4. RL
    Ronny Luss

    Tel Aviv University, Israel

    4 publications · 371 citations

    4

    h-index

  5. PF
    Peter Flach

    University of Bristol, United Kingdom

    3 publications · 232 citations

    3

    h-index

1–5 of 187

Institutions

105

  1. University of Bristol

    Bristol, United Kingdom

    4 h-index

    7 publications

    475 citations

  2. Allen Institute for Artificial Intelligence

    Seattle, United States

    3 h-index

    10 publications

    168 citations

  3. Institut de Recherche en Informatique de Toulouse

    Toulouse, France

    3 h-index

    5 publications

    118 citations

  4. The University of Melbourne

    Melbourne, Australia

    3 h-index

    3 publications

    241 citations

  5. IBM (United States)

    Armonk, United States

    3 h-index

    13 publications

    910 citations

  6. University of Helsinki

    Helsinki, Finland

    3 h-index

    4 publications

    323 citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    2 publications

    44 citations

  8. London School of Economics and Political Science

    London, United Kingdom

    2 h-index

    2 publications

    42 citations

1–8 of 105

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 600 citations

    9

    h-index

  2. Philosophy of Science

    4 publications · 121 citations

    4

    h-index

  3. Cambridge Journal of Economics

    3 publications · 102 citations

    3

    h-index

  4. Philosophical Studies

    3 publications · 398 citations

    3

    h-index

  5. Synthese

    3 publications · 200 citations

    3

    h-index

1–5