graph-neural-networks

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pyg-team /pytorch_geometric

Star23.3k

Graph Neural Network Library for PyTorch

deep-learning pytorch graph-convolutional-networks geometric-deep-learning graph-neural-networks

UpdatedDec 12, 2025
Python

dmlc /dgl

Star14.2k

Python package built to ease deep learning on graph, on top of existing DL frameworks.

deep-learning graph-neural-networks

UpdatedJul 31, 2025
Python

kmario23 /deep-learning-drizzle

Star12.7k

Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!

machine-learning natural-language-processing deep-neural-networks reinforcement-learning computer-vision deep-learning optimization probability deep-reinforcement-learning medical-imaging speech-recognition artificial-neural-networks pattern-recognition probabilistic-graphical-models bayesian-statistics artificial-intelligence-algorithms visual-recognition geometric-deep-learning explainable-ai graph-neural-networks

UpdatedOct 19, 2024
HTML

yzhao062 /anomaly-detection-resources

Sponsor

Star9.1k

Anomaly detection related books, papers, videos, and toolboxes. Last update late 2025 for LLM and VLM works!

machine-learning data-mining awesome awesome-list outlier-detection unsupervised-learning fraud-detection time-series-analysis vlm anomaly-detection fraud outlier outlier-ensembles graph-neural-networks large-language-models llm vlms

UpdatedNov 25, 2025
Python

naganandy /graph-based-deep-learning-literature

Star5k

links to conference publications in graph-based deep learning

deep-learning graph neural-networks graph-convolutional-networks graph-neural-networks graph-representation-learning conference-publications

UpdatedDec 14, 2025
Jupyter Notebook

RUCAIBox /RecBole

Star4.2k

A unified, comprehensive and efficient recommendation library

recommendations deep-learning pytorch collaborative-filtering knowledge-graph recommender recommendation-system recommender-systems ctr-prediction graph-neural-networks sequential-recommendation

UpdatedFeb 24, 2025
Python

magicleap /SuperGluePretrainedNetwork

Star3.9k

SuperGlue: Learning Feature Matching with Graph Neural Networks (CVPR 2020, Oral)

deep-learning pose-estimation feature-matching graph-neural-networks

UpdatedAug 30, 2024
Python

cbamls /AI_Tutorial

Star3.6k

精选机器学习，NLP，图像识别，深度学习等人工智能领域学习资料，搜索，推荐，广告系统架构及算法技术资料整理。算法大牛笔记汇总

elasticsearch machine-learning deep-neural-networks artificial-intelligence recommender-systems deep-learning-tutorial nlp-machine-learning artificial-intelligence-algorithms machine-learning-tutorials graph-neural-networks search-system

UpdatedApr 15, 2024

alibaba /GraphScope

Star3.5k

🔨 🍇 💻 🚀 GraphScope: A One-Stop Large-Scale Graph Computing System from Alibaba | 一站式图计算系统

data-science big-data analytics graph gremlin graph-analytics graph-data graph-computing graph-neural-networks graph-computation

UpdatedSep 30, 2025
C++

stellargraph /stellargraph

Star3k

StellarGraph - Machine Learning on Graphs

python data-science machine-learning deep-learning graphs machine-learning-algorithms networkx graph-data graph-analysis graph-machine-learning link-prediction graph-convolutional-networks gcn saliency-map interpretability geometric-deep-learning graph-neural-networks heterogeneous-networks stellargraph-library

UpdatedApr 10, 2024
Python

benedekrozemberczki /pytorch_geometric_temporal

Sponsor

Star2.9k

PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)

deep-learning network-science pytorch temporal-networks spatial-analysis spatial-data spatiotemporal network-embedding spatio-temporal-analysis graph-convolutional-networks gcn spatio-temporal-data temporal-data graph-embedding graph-neural-networks node-embedding graph-convolution gnn temporal-graphs

UpdatedSep 18, 2025
Python

alibaba /euler

Star2.9k

A distributed graph deep learning framework.

deep-learning graph network-embedding random-walk graph-convolutional-networks gcn node2vec graph-embedding graph-learning graphsage graph-neural-networks ggnn

UpdatedAug 19, 2023
C++

graphdeeplearning /benchmarking-gnns

Star2.6k

Repository for benchmarking graph neural networks (JMLR 2023)

deep-learning pytorch benchmark-framework graph-neural-networks graph-representation-learning dgl graph-deep-learning

UpdatedJun 22, 2023
Jupyter Notebook

danielegrattarola /spektral

Star2.4k

Graph Neural Networks with Keras and Tensorflow 2.

python deep-learning tensorflow keras graph-neural-networks tensorflow2 graph-deep-learning

UpdatedJan 21, 2024
Python

snap-stanford /ogb

Star2.1k

Benchmark datasets, data loaders, and evaluators for graph machine learning

deep-learning datasets graph-machine-learning graph-neural-networks

UpdatedMay 6, 2025
Python

youngfish42 /Awesome-FL

Star1.9k

Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)

security machine-learning natural-language-processing information-retrieval data-mining awesome privacy database computer-vision system deep-learning graph paper tabular-data efficiency artificial-intelligence knowledge-graph federated-learning graph-neural-networks federated-learning-framework

UpdatedOct 5, 2025
Python

yassouali /awesome-semi-supervised-learning

Star1.9k

😎 An up-to-date & curated list of awesome semi-supervised learning papers, methods & resources.

machine-learning natural-language-processing computer-vision deep-learning generative-model semi-supervised-learning graph-neural-networks

UpdatedMay 24, 2024

THUDM /CogDL

Star1.8k

CogDL: A Comprehensive Library for Graph Deep Learning (WWW 2023)

leaderboard pytorch link-prediction graph-embedding graph-classification node-classification graph-neural-networks gnn-model

UpdatedFeb 1, 2024
Python

safe-graph /graph-fraud-detection-papers

Star1.7k

A curated list of graph-based fraud, anomaly, and outlier detection papers & resources

security data-science machine-learning data-mining deep-learning graph-algorithms survey dataset transformer outlier-detection papers academic-publications spam-detection graph-convolutional-networks fraud-detection anomaly-detection graph-neural-networks awsome-list foundation-models llm

UpdatedDec 10, 2025

ChandlerBang /awesome-self-supervised-gnn

Star1.7k

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

machine-learning deep-learning graph-mining graph-neural-networks self-supervised-learning pre-training pretraining graph-self-supervised-learning

UpdatedFeb 2, 2024
Python

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