Concepedia

Graph Explainability

Graph Explainability is a methodological framework within graph-based learning that enables the interpretation and justification of predictions made by graph neural networks by revealing the contribution of graph structures and node features to model decisions.

123

Publications

8.4K

Citations

484

Authors

183

Institutions

Publications per year

2017–2026

115

Parents

Publications

123

BrainGNN: Interpretable Brain Graph Neural Network for fMRI Analysis

Xiaoxiao Li, Yuan Zhou, Nicha C. Dvornek et al. · Medical Image Analysis · 2021 · 708 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

, , +16

Explainability Methods for Graph Convolutional Neural Networks

Phillip E. Pope, Soheil Kolouri, Mohammad Rostami et al. · 2019 · 517 citations

, , +14

Explainability in Graph Neural Networks: A Taxonomic Survey

Hao Yuan, Haiyang Yu, Shurui Gui et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2022 · 498 citations

, , +12

GNNExplainer: Generating Explanations for Graph Neural Networks.

Dylan Bourgeois, Jiaxuan You, Marinka Žitnik et al. · PubMed · 2019 · 437 citations · Full text

, , +16

1–5 of 123

Authors

484

  1. MŽ
    Marinka Žitnik

    Harvard University, United States

    5 publications · 949 citations

    5

    h-index

  2. AZ
    An Zhang

    National University of Singapore, Singapore

    4 publications · 105 citations

    4

    h-index

  3. XH
    Xiangnan He

    University of Science and Technology of China, China

    4 publications · 105 citations

    4

    h-index

  4. TC
    Tat‐Seng Chua

    National University of Singapore, Singapore

    4 publications · 105 citations

    4

    h-index

  5. SW
    Suhang Wang

    Pennsylvania State University, United States

    4 publications · 222 citations

    4

    h-index

1–5 of 484

Institutions

183

  1. University of Science and Technology of China

    Hefei, China

    6 h-index

    18 publications

    810 citations

  2. Pennsylvania State University

    State College, United States

    4 h-index

    12 publications

    1.2K citations

  3. National University of Singapore

    Singapore, Singapore

    4 h-index

    10 publications

    242 citations

  4. Sapienza University of Rome

    Rome, Italy

    4 h-index

    9 publications

    285 citations

  5. ETH Zurich

    Zurich, Switzerland

    4 h-index

    5 publications

    84 citations

  6. Michigan State University

    East Lansing, United States

    3 h-index

    6 publications

    471 citations

  7. Griffith University

    Brisbane, Australia

    3 h-index

    8 publications

    345 citations

  8. Monash University

    Melbourne, Australia

    3 h-index

    9 publications

    452 citations

1–8 of 183

Venues

  1. arXiv (Cornell University)

    Repository · 32 publications · 2K citations

    20

    h-index

  2. 4

    h-index

  3. 4

    h-index

  4. 4

    h-index

  5. Neurocomputing

    2 publications · 55 citations

    2

    h-index

1–5