Concepedia

Model-agnostic Explanation

A "Model-Agnostic Explanation" is an explanation method that operates independently of the internal structure or assumptions of the underlying tutoring system model, thereby enabling interpretability across diverse models without requiring access to their parameters or architectures.

320

Publications

20.3K

Citations

1.4K

Authors

599

Institutions

Publications per year

2017–2026

315

Parents

Publications

320

Anchors: High-Precision Model-Agnostic Explanations

Marco Túlio Ribeiro, Sameer Singh, Carlos Guestrin · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 2.1K citations · Full text

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Model-Agnostic Interpretability of Machine Learning

Marco Túlio Ribeiro, Sameer Singh, Carlos Guestrin · arXiv (Cornell University) · 2016 · 699 citations · Full text

, , +13

GNNExplainer: Generating Explanations for Graph Neural Networks

Rex Ying, Dylan Bourgeois, Jiaxuan You et al. · arXiv (Cornell University) · 2019 · 698 citations · Full text

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A Perspective on Explainable Artificial Intelligence Methods: SHAP and LIME

Ahmed Salih, Zahra Raisi‐Estabragh, Ilaria Boscolo Galazzo et al. · Advanced Intelligent Systems · 2024 · 645 citations · Full text

, , +14

Comparison of feature importance measures as explanations for classification models

Mirka Saarela, Susanne Jauhiainen · SN Applied Sciences · 2021 · 446 citations · Full text

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1–5 of 320

Authors

1.4K

  1. MB
    Mohan Bhandari

    Bhaktapur Cancer Hospital, Nepal

    5 publications · 386 citations

    5

    h-index

  2. CG
    Carlos Guestrin

    Carnegie Mellon University, United States

    4 publications · 2.9K citations

    4

    h-index

  3. PB
    Przemysław Biecek

    Warsaw University of Technology, Poland

    4 publications · 234 citations

    4

    h-index

  4. SS
    Sameer Singh

    University of California, Irvine, United States

    4 publications · 2.9K citations

    4

    h-index

  5. MT
    Marco Túlio Ribeiro

    University of Washington, United States

    4 publications · 2.9K citations

    4

    h-index

1–5 of 1.4K

Institutions

599

  1. Sapienza University of Rome

    Rome, Italy

    7 h-index

    17 publications

    447 citations

  2. University College London

    London, United Kingdom

    5 h-index

    7 publications

    473 citations

  3. University of Lisbon

    Lisbon, Portugal

    5 h-index

    8 publications

    632 citations

  4. University of Pisa

    Pisa, Italy

    5 h-index

    18 publications

    1.2K citations

  5. University of California, Berkeley

    Berkeley, United States

    4 h-index

    9 publications

    1.1K citations

  6. Stanford University

    Stanford, United States

    4 h-index

    5 publications

    1.2K citations

  7. École Polytechnique Fédérale de Lausanne

    Lausanne, Switzerland

    4 h-index

    6 publications

    395 citations

  8. University of Oklahoma

    Norman, United States

    4 h-index

    8 publications

    380 citations

1–8 of 599

Venues

  1. arXiv (Cornell University)

    Repository · 47 publications · 3.1K citations

    27

    h-index

  2. Scientific Reports

    12 publications · 614 citations

    12

    h-index

  3. IEEE Access

    11 publications · 773 citations

    10

    h-index

  4. Physical review. D/Physical review. D.

    PRD · 5 publications · 297 citations

    5

    h-index

  5. Applied Sciences

    5 publications · 265 citations

    5

    h-index

1–5