Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).

A pytorch adversarial library for attack and defense methods on images and graphs

Papers about graph transformers.

A scikit-learn compatible library for graph kernels

Papers about explainability of GNNs

Awesome graph anomaly detection techniques built based on deep learning frameworks. Collections of commonly used datasets, papers as well as implementations are listed in this github repository. We also invite researchers interested in anomaly detection, graph representation learning, and graph anomaly detection to join this project as contribut…

Implementation of the KDD 2020 paper "Graph Structure Learning for Robust Graph Neural Networks"

Distributed Temporal Graph Analytics with Apache Flink

Implementation of the paper "Adversarial Attacks on Neural Networks for Graph Data".

Python implementation of frequent subgraph mining algorithm gSpan. Directed graphs are supported.

Implementation of the paper "NetGAN: Generating Graphs via Random Walks".

Python toolbox to evaluate graph vulnerability and robustness (CIKM 2021)

Papers about out-of-distribution generalization on graphs.

Implementation of the paper "Adversarial Attacks on Graph Neural Networks via Meta Learning".

Papers on Graph Analytics, Mining, and Learning

Python Implementation for Random Walk with Restart (RWR)

A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).

GraMi is a novel framework for frequent subgraph mining in a single large graph, GraMi outperforms existing techniques by 2 orders of magnitudes. GraMi supports finding frequent subgraphs as well as frequent patterns, Compared to subgraphs, patterns offer a more powerful version of matching that captures transitive interactions between graph nod…

Implementation of paper "Self-supervised Learning on Graphs:Deep Insights and New Directions"

A curated collection of machine learning resources, including notebooks, code, and books, all of which are either free or open-source