Concepedia

Explanation Consistency

Explanation Consistency is a property of explainable machine learning models that refers to the degree to which similar inputs or model behaviors yield similar explanations, ensuring stability and reliability in interpretability across variations in data or model perturbations.

34

Publications

2.6K

Citations

111

Authors

56

Institutions

Publications per year

2017–2026

24

Parents

Publications

34

Explainable Machine Learning for Scientific Insights and Discoveries

Ribana Roscher, Bastian Bohn, Marco F. Duarte et al. · IEEE Access · 2020 · 973 citations · Full text

, , +15

Counterfactuals and causability in explainable artificial intelligence: Theory, algorithms, and applications

Yu-Liang Chou, Catarina Moreira, Peter Bruza et al. · Information Fusion · 2021 · 261 citations · Full text

, , +11

Reasoning From Inconsistency to Consistency.

P. N. Johnson‐Laird, Vittorio Girotto, Paolo Legrenzi · Psychological Review · 2004 · 180 citations

, , +14

Prediction and Design of Nanozymes using Explainable Machine Learning

Yonghua Wei, Jin Wu, Yixuan Wu et al. · Advanced Materials · 2022 · 176 citations

, , +17

The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective

Satyapriya Krishna, Tessa Han, Alex Gu et al. · Research Square · 2023 · 154 citations · Full text

, , +14

1–5 of 34

Authors

111

  1. HL
    Himabindu Lakkaraju

    Harvard University Press, United States

    4 publications · 271 citations

    4

    h-index

  2. PN
    P. N. Johnson‐Laird

    Princeton University, United States

    3 publications · 248 citations

    3

    h-index

  3. SJ
    Shahin Jabbari

    Harvard University Press, United States

    2 publications · 197 citations

    2

    h-index

  4. CO
    Chun Ouyang

    Queensland University of Technology, Australia

    2 publications · 279 citations

    2

    h-index

  5. SK
    Sangeet Khemlani

    United States Naval Research Laboratory, United States

    2 publications · 68 citations

    2

    h-index

1–5 of 111

Institutions

56

  1. Princeton University

    Princeton, United States

    3 h-index

    3 publications

    248 citations

  2. Harvard University Press

    Cambridge, United States

    3 h-index

    6 publications

    587 citations

  3. Brown University

    Providence, United States

    2 h-index

    5 publications

    165 citations

  4. United States Naval Research Laboratory

    Washington, United States

    2 h-index

    2 publications

    68 citations

  5. IRT M2P

    Metz, France

    2 h-index

    4 publications

    62 citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    2 h-index

    4 publications

    510 citations

  7. AT&T (United States)

    Bedminster, United States

    2 h-index

    2 publications

    56 citations

  8. Taipei Veterans General Hospital

    Taipei, Taiwan

    1 h-index

    4 publications

    180 citations

1–8 of 56

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 94 citations

    4

    h-index

  2. 2

    h-index

  3. Machine Learning

    2 publications · 56 citations

    2

    h-index

  4. Information Sciences

    2 publications · 44 citations

    2

    h-index

  5. Journal of Cognitive Psychology

    1 publications · 30 citations

    1

    h-index

1–5