Papers about explainability of GNNs
☆802May 17, 2026Updated last week
Alternatives and similar repositories for awesome-graph-explainability-papers
Users that are interested in awesome-graph-explainability-papers are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- GraphXAI: Resource to support the development and evaluation of GNN explainers☆209May 22, 2024Updated 2 years ago
- Parameterized Explainer for Graph Neural Network☆145Feb 23, 2024Updated 2 years ago
- Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).☆1,725Feb 2, 2024Updated 2 years ago
- A library for graph deep learning research☆2,001Jul 15, 2024Updated last year
- GraphFramEx: a systematic evaluation framework for explainability methods on GNNs☆50Apr 8, 2024Updated 2 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- ☆58Mar 22, 2022Updated 4 years ago
- [ICML 2022] Graph Stochastic Attention (GSAT) for interpretable and generalizable graph learning.☆175Feb 19, 2024Updated 2 years ago
- Towards Multi-Grained Explainability for Graph Neural Networks (NeurIPS 2021) + Pytorch Implementation of GNN attribution methods☆69Feb 16, 2025Updated last year
- gnn explainer☆1,043Aug 30, 2024Updated last year
- ☆66Dec 19, 2025Updated 5 months ago
- (ICLR 2022) Discovering Invariant Rationales for Graph Neural Networks☆134Jul 15, 2023Updated 2 years ago
- Papers about out-of-distribution generalization on graphs.☆169Jun 5, 2023Updated 2 years ago
- CogDL: A Comprehensive Library for Graph Deep Learning (WWW 2023)☆1,821Feb 1, 2024Updated 2 years ago
- A list of Graph Causal Learning materials.☆212Jan 24, 2025Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Global Counterfactual Explainer for Graph Neural Networks☆22Mar 24, 2023Updated 3 years ago
- Papers about graph transformers.☆928Mar 19, 2025Updated last year
- This repository contains the resources on graph neural network (GNN) considering heterophily.☆270Dec 4, 2024Updated last year
- ☆20Jul 30, 2024Updated last year
- A collection of AWESOME things about Graph-Related LLMs.☆2,430Nov 5, 2025Updated 6 months ago
- links to conference publications in graph-based deep learning☆5,061May 16, 2026Updated last week
- [IJCAI 2024] Papers about graph reduction including graph coarsening, graph condensation, graph sparsification, graph summarization, etc.☆183Feb 25, 2026Updated 2 months ago
- Accompanied repositories for our paper Graph foundation model☆237Nov 11, 2024Updated last year
- A curated collection of adversarial attack and defense on graph data.☆588Nov 7, 2023Updated 2 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"☆1,436Aug 15, 2024Updated last year
- Official implementation of AAAI'22 paper "ProtGNN: Towards Self-Explaining Graph Neural Networks"☆51Oct 25, 2022Updated 3 years ago
- A curated list of graph data augmentation papers.☆314Apr 17, 2024Updated 2 years ago
- Official Implementation of "D4Explainer: In-Distribution GNN Explanations via Discrete Denoising Diffusion"☆24Oct 29, 2023Updated 2 years ago
- Awesome Papers About Performing Prompting On Graphs☆422May 15, 2025Updated last year
- Recipe for a General, Powerful, Scalable Graph Transformer☆859Jul 4, 2024Updated last year
- ☆18May 27, 2021Updated 4 years ago
- Generating PGM Explanation for GNN predictions☆76Jul 6, 2023Updated 2 years ago
- A curated list of papers and resources based on "Large Language Models on Graphs: A Comprehensive Survey" (TKDE)☆990Mar 2, 2025Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- This is a Pytorch implementation of GraphLIME☆96Jan 6, 2022Updated 4 years ago
- PyGCL: A PyTorch Library for Graph Contrastive Learning☆961Feb 17, 2026Updated 3 months ago
- Papers about developing deep Graph Neural Networks (GNNs)☆295Mar 29, 2023Updated 3 years ago
- A curated list of adversarial attacks and defenses papers on graph-structured data.☆863Dec 15, 2023Updated 2 years ago
- Repository for benchmarking graph neural networks (JMLR 2023)☆2,654Jun 22, 2023Updated 2 years ago
- Papers about large graph models.☆291Mar 24, 2024Updated 2 years ago
- Graph Diffusion Convolution, as proposed in "Diffusion Improves Graph Learning" (NeurIPS 2019)☆277Apr 26, 2023Updated 3 years ago