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Awesome explainable graph reasoning

A collection of research papers and software related to explainability in graph machine learning.

From AstraZeneca·Updated June 14, 2026·View on GitHub·

A collection of research papers and software related to explainability in graph machine learning. The project is distributed under the Apache License 2.0 license, first published in 2021. It has gained significant community traction with 1,989 stars and 137 forks on GitHub. Key topics include: awesome-list, deep-learning, explainable-ai, explainable-ml, graph.

Latest release: v_00001Awesome Explainable Graph Reasoning
December 2, 2021View Changelog →

Awesome Explainable Graph Reasoning

Awesome
PRs Welcome
Maturity level-Prototype

A collection of research papers and software related to explainability in graph machine learning.

<p align="center"> <img width="1000" src="https://github.com/AstraZeneca/awesome-explainable-graph-reasoning/raw/master/gnn_explainer.png"> </p>

Contents

  1. Explainable Predictions
  2. Explainable Reasoning
  3. Software
  4. Theory and Survey Papers

License

Contributors

Showing top 10 contributors by commit count.

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This article is auto-generated from AstraZeneca/awesome-explainable-graph-reasoning via the GitHub API.Last fetched: 6/15/2026