graph-neural-networks

There are 114 repositories under graph-neural-networks topic.

pyg-team / pytorch_geometric
Graph Neural Network Library for PyTorch
deep-learning geometric-deep-learning graph-convolutional-networks graph-neural-networks pytorch
Language:Python 20653
dmlc / dgl
Python package built to ease deep learning on graph, on top of existing DL frameworks.
deep-learning graph-neural-networks
Language:Python 13235
kmario23 / deep-learning-drizzle
Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!
machine-learning deep-learning deep-neural-networks pattern-recognition computer-vision optimization visual-recognition reinforcement-learning deep-reinforcement-learning natural-language-processing artificial-neural-networks artificial-intelligence-algorithms probabilistic-graphical-models bayesian-statistics speech-recognition graph-neural-networks medical-imaging geometric-deep-learning explainable-ai probability
Language:HTML 11949
yzhao062 / anomaly-detection-resources
Anomaly detection related books, papers, videos, and toolboxes
anomaly-detection awesome awesome-list data-mining fraud fraud-detection graph-neural-networks machine-learning outlier outlier-detection outlier-ensembles time-series-analysis unsupervised-learning
Language:Python 8094
naganandy / graph-based-deep-learning-literature
links to conference publications in graph-based deep learning
conference-publications deep-learning graph graph-convolutional-networks graph-neural-networks graph-representation-learning neural-networks
Language:Jupyter Notebook 4690
RUCAIBox / RecBole
A unified, comprehensive and efficient recommendation library
recommender-systems collaborative-filtering knowledge-graph ctr-prediction deep-learning pytorch graph-neural-networks sequential-recommendation recommendations recommendation-system recommender
Language:Python 3280
GraphScope
alibaba / GraphScope
🔨 🍇 💻 🚀 GraphScope: A One-Stop Large-Scale Graph Computing System from Alibaba | 一站式图计算系统
analytics big-data data-science graph graph-analytics graph-computation graph-computing graph-data graph-neural-networks gremlin
Language:C++ 3197
magicleap / SuperGluePretrainedNetwork
SuperGlue: Learning Feature Matching with Graph Neural Networks (CVPR 2020, Oral)
deep-learning feature-matching graph-neural-networks pose-estimation
Language:Python 3167
AI_Tutorial
cbamls / AI_Tutorial
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
artificial-intelligence artificial-intelligence-algorithms deep-learning-tutorial deep-neural-networks elasticsearch graph-neural-networks machine-learning machine-learning-tutorials nlp-machine-learning recommender-systems search-system
2924
stellargraph / stellargraph
StellarGraph - Machine Learning on Graphs
graphs machine-learning machine-learning-algorithms graph-convolutional-networks networkx geometric-deep-learning saliency-map interpretability heterogeneous-networks graph-neural-networks graph-analysis graph-machine-learning gcn link-prediction stellargraph-library graph-data python deep-learning data-science
Language:Python 2924
alibaba / euler
A distributed graph deep learning framework.
graph graph-learning network-embedding deep-learning graph-convolutional-networks graph-neural-networks graphsage random-walk node2vec graph-embedding gcn ggnn
Language:C++ 2885
pytorch_geometric_temporal
benedekrozemberczki / pytorch_geometric_temporal
PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)
deep-learning gcn gnn graph-convolution graph-convolutional-networks graph-embedding graph-neural-networks network-embedding network-science node-embedding pytorch spatial-analysis spatial-data spatio-temporal-analysis spatio-temporal-data spatiotemporal temporal-data temporal-graphs temporal-networks
Language:Python 2577
graphdeeplearning / benchmarking-gnns
Repository for benchmarking graph neural networks
benchmark-framework deep-learning dgl graph-deep-learning graph-neural-networks graph-representation-learning pytorch
Language:Jupyter Notebook 2465
spektral
danielegrattarola / spektral
Graph Neural Networks with Keras and Tensorflow 2.
deep-learning graph-deep-learning graph-neural-networks keras python tensorflow tensorflow2
Language:Python 2356
snap-stanford / ogb
Benchmark datasets, data loaders, and evaluators for graph machine learning
graph-machine-learning graph-neural-networks deep-learning datasets
Language:Python 1894
yassouali / awesome-semi-supervised-learning
😎 An up-to-date & curated list of awesome semi-supervised learning papers, methods & resources.
deep-learning semi-supervised-learning machine-learning computer-vision natural-language-processing graph-neural-networks generative-model
1746
THUDM / CogDL
CogDL: A Comprehensive Library for Graph Deep Learning (WWW 2023)
graph-neural-networks pytorch graph-embedding node-classification graph-classification link-prediction leaderboard gnn-model
Language:Python 1709
graph4ai / graph4nlp
Graph4nlp is the library for the easy use of Graph Neural Networks for NLP. Welcome to visit our DLG4NLP website (https://dlg4nlp.github.io/index.html) for various learning resources!
nlp pytorch natural-language-processing deep-learning machine-learning graph-neural-networks
Language:Python 1659
ChandlerBang / awesome-self-supervised-gnn
Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).
deep-learning graph-mining graph-neural-networks graph-self-supervised-learning machine-learning pre-training pretraining self-supervised-learning
Language:Python 1516
DeepGraphLearning / torchdrug
A powerful and flexible machine learning platform for drug discovery
pytorch deep-learning graph-neural-networks drug-discovery
Language:Python 1418
Awesome-FL
youngfish42 / Awesome-FL
Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)
awesome deep-learning federated-learning graph-neural-networks machine-learning tabular-data federated-learning-framework computer-vision knowledge-graph paper security natural-language-processing information-retrieval data-mining database system artificial-intelligence efficiency privacy graph
Language:Python 1379
safe-graph / graph-fraud-detection-papers
A curated list of graph-based fraud, anomaly, and outlier detection papers & resources
fraud-detection security awsome-list papers machine-learning data-science deep-learning graph-algorithms graph-neural-networks graph-convolutional-networks academic-publications spam-detection data-mining anomaly-detection dataset outlier-detection survey
1356
google-deepmind / jraph
A Graph Neural Network Library in Jax
deep-learning graph-neural-networks jax machine-learning
Language:Python 1342
mdeff / cnn_graph
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
convolutional-neural-networks deep-learning graphs graph-signal-processing graph-neural-networks
Language:Jupyter Notebook 1328
LirongWu / awesome-graph-self-supervised-learning
Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"
self-supervised-learning machine-learning unsupervised-learning graph-neural-networks pre-training data-augmentation pretext-task representation-learning transfer-learning deep-learning
1325
pygod
pygod-team / pygod
A Python Library for Graph Outlier Detection (Anomaly Detection)
outlier-detection anomaly-detection graph-anomaly-detection machine-learning security-tools opensource deeplearning python graphmining pytorch graph-neural-networks fraud-detection toolkit
Language:Python 1275
alibaba / graph-learn
An Industrial Graph Neural Network Framework
aligraph dynamic-graph dynamic-graph-service gnn gnn-framework gnn-inference graph graph-neural-networks graphlearn pytorch tensorflow training
Language:C++ 1273
amaiya / ktrain
ktrain is a Python library that makes deep learning and AI more accessible and easier to apply
computer-vision deep-learning graph-neural-networks keras machine-learning nlp python tabular-data tensorflow
Language:Jupyter Notebook 1218
weihua916 / powerful-gnns
How Powerful are Graph Neural Networks?
deep-learning graph-neural-networks graph-convolutional-neural-networks
Language:Python 1162
lightaime / deep_gcns_torch
Pytorch Repo for DeepGCNs (ICCV'2019 Oral, TPAMI'2021), DeeperGCN (arXiv'2020) and GNN1000(ICML'2021): https://www.deepgcns.org
graph-neural-networks geometric-deep-learning 3d-point-clouds deep-gcns data-mining pytorch computer-vision bioinformatics cheminformatics social-network science-research deep-learning graph-convolutional-networks
Language:Python 1132
THUMNLab / AutoGL
An autoML framework & toolkit for machine learning on graphs.
graph-neural-networks automl pytorch pytorch-geometric hyper-parameter-optimization machine-learning deep-learning neural-architecture-search
Language:Python 1077
dair-ai / GNNs-Recipe
🟠 A study guide to learn about Graph Neural Networks (GNNs)
deep-learning graph graph-convolutional-networks graph-neural-networks machine-learning
1075
xiangwang1223 / knowledge_graph_attention_network
KGAT: Knowledge Graph Attention Network for Recommendation, KDD2019
recommender-system knowledge-graph graph-attention-networks graph-neural-networks kdd2019 knowledge-based-recommendation knowledge-aware-recommendation explainable-recommendation embedding-propagation high-order-connectivity knowledge-graph-dataset knowledge-graph-for-recommendation
Language:Python 1044
graphein
a-r-j / graphein
Protein Graph Library
protein protein-structure deep-learning pytorch graph-neural-networks dgl computational-biology bioinformatics structural-biology protein-data-bank protein-design geometric-deep-learning pytorch-geometric python interactomics interactome rna ppi-networks gene-regulatory-networks drug-discovery
Language:Jupyter Notebook 1003
gunrock
gunrock / gunrock
Programmable CUDA/C++ GPU Graph Analytics
gunrock cuda graph-processing graph-analytics gpu graph-primitives graph-engine hpc cxx algorithms cpp essentials graph graph-algorithms gnn graph-neural-networks algorithm parallel-computing sparse-matrix
Language:C++ 962
DSE-MSU / DeepRobust
A pytorch adversarial library for attack and defense methods on images and graphs
adversarial-attacks adversarial-examples deep-neural-networks defense graph-neural-networks machine-learning deep-learning graph-convolutional-networks graph-mining
Language:Python 958

graph-neural-networks

pyg-team / pytorch_geometric

dmlc / dgl

kmario23 / deep-learning-drizzle

yzhao062 / anomaly-detection-resources

naganandy / graph-based-deep-learning-literature

RUCAIBox / RecBole

alibaba / GraphScope

magicleap / SuperGluePretrainedNetwork

cbamls / AI_Tutorial

stellargraph / stellargraph

alibaba / euler

benedekrozemberczki / pytorch_geometric_temporal

graphdeeplearning / benchmarking-gnns

danielegrattarola / spektral

snap-stanford / ogb

yassouali / awesome-semi-supervised-learning

THUDM / CogDL

graph4ai / graph4nlp

ChandlerBang / awesome-self-supervised-gnn

DeepGraphLearning / torchdrug

youngfish42 / Awesome-FL

safe-graph / graph-fraud-detection-papers

google-deepmind / jraph

mdeff / cnn_graph

LirongWu / awesome-graph-self-supervised-learning

pygod-team / pygod

alibaba / graph-learn

amaiya / ktrain

weihua916 / powerful-gnns

lightaime / deep_gcns_torch

THUMNLab / AutoGL

dair-ai / GNNs-Recipe

xiangwang1223 / knowledge_graph_attention_network

a-r-j / graphein

gunrock / gunrock

DSE-MSU / DeepRobust