#Graph-neural-networks

Showing 60 of 113 repositories tagged #graph-neural-networks, ranked by stars

pyg-team
pyg-team
pytorch_geometric

Graph Neural Network Library for PyTorch

Score
100
โ˜… 23.9k โ‘‚ 4.0k +8/day
Python
dmlc
dmlc
dgl

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

Score
82
โ˜… 14.3k โ‘‚ 3.1k +2/day
Python
kmario23
kmario23
deep-learning-drizzle

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

Score
97
โ˜… 12.8k โ‘‚ 3.0k +2/day
HTML
yzhao062
yzhao062
anomaly-detection-resources

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

Score
91
โ˜… 9.3k โ‘‚ 1.8k +6/day
Python
naganandy
naganandy
graph-based-deep-learning-literature

links to conference publications in graph-based deep learning

Score
100
โ˜… 5.1k โ‘‚ 784 +1/day
Jupyter Notebook
RUCAIBox
RUCAIBox
RecBole

A unified, comprehensive and efficient recommendation library

Score
90
โ˜… 4.5k โ‘‚ 749 +3/day
Python
ruvnet
ruvnet
RuVector

RuVector is a High Performance, Real-Time, Self-Learning Ai, Vector GNN, Memory DB built in Rust.

Score
0
โ˜… 4.3k โ‘‚ 570 +2/day
Rust
magicleap
magicleap
SuperGluePretrainedNetwork

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

Score
89
โ˜… 4.0k โ‘‚ 760 +2/day
Python
alibaba
alibaba
GraphScope

๐Ÿ”จ ๐Ÿ‡ ๐Ÿ’ป ๐Ÿš€ GraphScope: A One-Stop Large-Scale Graph Computing System from Alibaba | ไธ€็ซ™ๅผๅ›พ่ฎก็ฎ—็ณป็ปŸ

Score
100
โ˜… 3.6k โ‘‚ 468 โ€”
C++
stellargraph
stellargraph
stellargraph

StellarGraph - Machine Learning on Graphs

Score
45
โ˜… 3.1k โ‘‚ 442 โ€”
Python
benedekrozemberczki
benedekrozemberczki
pytorch_geometric_temporal

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

Score
99
โ˜… 3.0k โ‘‚ 405 +1/day
Python
alibaba
alibaba
euler

A distributed graph deep learning framework.

Score
86
โ˜… 2.9k โ‘‚ 554 โ€”
C++
graphdeeplearning
graphdeeplearning
benchmarking-gnns

Repository for benchmarking graph neural networks (JMLR 2023)

Score
83
โ˜… 2.7k โ‘‚ 457 โ€”
Jupyter Notebook
danielegrattarola
danielegrattarola
spektral

Graph Neural Networks with Keras and Tensorflow 2.

Score
82
โ˜… 2.4k โ‘‚ 341 โ€”
Python
snap-stanford
snap-stanford
ogb

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

Score
80
โ˜… 2.1k โ‘‚ 408 โ€”
Python
youngfish42
youngfish42
Awesome-FL

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

Score
100
โ˜… 2.0k โ‘‚ 222 +1/day
Python
safe-graph
safe-graph
graph-fraud-detection-papers

A curated list of Graph/Transformer-based fraud, anomaly, and outlier detection papers & resources

Score
86
โ˜… 1.9k โ‘‚ 297 +4/day
yassouali
yassouali
awesome-semi-supervised-learning

๐Ÿ˜Ž An up-to-date & curated list of awesome semi-supervised learning papers, methods & resources.

Score
77
โ˜… 1.9k โ‘‚ 225 โ€”
ChandlerBang
ChandlerBang
awesome-self-supervised-gnn

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

Score
73
โ˜… 1.7k โ‘‚ 167 โ€”
Python
graph4ai
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!

Score
75
โ˜… 1.7k โ‘‚ 207 +1/day
Python
DeepGraphLearning
DeepGraphLearning
torchdrug

A powerful and flexible machine learning platform for drug discovery

Score
72
โ˜… 1.6k โ‘‚ 220 โ€”
Python
pygod-team
pygod-team
pygod

A Python Library for Graph Outlier Detection (Anomaly Detection)

Score
70
โ˜… 1.5k โ‘‚ 139 โ€”
Python
google-deepmind
google-deepmind
jraph

A Graph Neural Network Library in Jax

Score
66
โ˜… 1.5k โ‘‚ 106 โ€”
Python
LirongWu
LirongWu
awesome-graph-self-supervised-learning

Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"

Score
68
โ˜… 1.4k โ‘‚ 165 โ€”
mdeff
mdeff
cnn_graph

Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering

Score
76
โ˜… 1.4k โ‘‚ 387 โ€”
Jupyter Notebook
dair-ai
dair-ai
GNNs-Recipe

๐ŸŸ  A study guide to learn about Graph Neural Networks (GNNs)

Score
63
โ˜… 1.3k โ‘‚ 136 โ€”
amaiya
amaiya
ktrain

ktrain is a Python library that makes deep learning and AI more accessible and easier to apply

Score
69
โ˜… 1.3k โ‘‚ 260 โ€”
Jupyter Notebook
lightaime
lightaime
deep_gcns_torch

Pytorch Repo for DeepGCNs (ICCV'2019 Oral, TPAMI'2021), DeeperGCN (arXiv'2020) and GNN1000(ICML'2021): https://www.deepgcns.org

Score
62
โ˜… 1.2k โ‘‚ 154 โ€”
Python
a-r-j
a-r-j
graphein

Protein Graph Library

Score
96
โ˜… 1.2k โ‘‚ 141 +2/day
Jupyter Notebook
yueliu1999
yueliu1999
Awesome-Deep-Graph-Clustering

[IEEE T-KDE 2026] Awesome Deep Graph Clustering is a collection of SOTA, novel deep graph clustering methods (papers, codes, and datasets).

Score
64
โ˜… 1.0k โ‘‚ 154 โ€”
Python
BUPT-GAMMA
BUPT-GAMMA
OpenHGNN

This is an open-source toolkit for Heterogeneous Graph Neural Network(OpenHGNN) based on DGL.

Score
73
โ˜… 986 โ‘‚ 170 +2/day
Python
wehos
wehos
awesome-graph-transformer

Papers about graph transformers.

Score
56
โ˜… 933 โ‘‚ 76 +1/day
acbull
acbull
pyHGT

Code for "Heterogeneous Graph Transformer" (WWW'20), which is based on pytorch_geometric

Score
36
โ˜… 925 โ‘‚ 177 โ€”
Python
iMoonLab
iMoonLab
DeepHypergraph

A pytorch library for graph and hypergraph computation.

Score
94
โ˜… 871 โ‘‚ 90 โ€”
Python
CRIPAC-DIG
CRIPAC-DIG
SR-GNN

[AAAI 2019] Source code and datasets for "Session-based Recommendation with Graph Neural Networks"

Score
61
โ˜… 852 โ‘‚ 274 โ€”
Python
flyingdoog
flyingdoog
awesome-graph-explainability-papers

Papers about explainability of GNNs

Score
93
โ˜… 812 โ‘‚ 76 โ€”
awslabs
awslabs
dgl-lifesci

Python package for graph neural networks in chemistry and biology

Score
58
โ˜… 807 โ‘‚ 160 โ€”
Python
benedekrozemberczki
benedekrozemberczki
ClusterGCN

A PyTorch implementation of "Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks" (KDD 2019).

Score
55
โ˜… 806 โ‘‚ 137 โ€”
Python
safe-graph
safe-graph
DGFraud

A Deep Graph-based Toolbox for Fraud Detection

Score
50
โ˜… 757 โ‘‚ 166 โ€”
Python
SpaceLearner
SpaceLearner
Awesome-DynamicGraphLearning

Awesome papers about machine learning (deep learning) on dynamic (temporal) graphs (networks / knowledge graphs).

Score
54
โ˜… 709 โ‘‚ 86 โ€”
Shell
Graylab
Graylab
DL4Proteins-notebooks

Colab Notebooks covering deep learning tools for biomolecular structure prediction and design

Score
92
โ˜… 700 โ‘‚ 121 +2/day
Jupyter Notebook
cvg
cvg
GlueStick

Joint Deep Matcher for Points and Lines ๐Ÿ–ผ๏ธ๐Ÿ’ฅ๐Ÿ–ผ๏ธ (ICCV 2023)

Score
49
โ˜… 671 โ‘‚ 54 โ€”
Jupyter Notebook
benedekrozemberczki
benedekrozemberczki
GraphWaveletNeuralNetwork

A PyTorch implementation of "Graph Wavelet Neural Network" (ICLR 2019)

Score
52
โ˜… 608 โ‘‚ 117 โ€”
Python
RingBDStack
RingBDStack
SocialED

A python library for social event detection

Score
44
โ˜… 600 โ‘‚ 45 +2/day
Python
THUDM
THUDM
GraphMAE

GraphMAE: Self-Supervised Masked Graph Autoencoders in KDD'22

Score
46
โ˜… 588 โ‘‚ 83 โ€”
Python
snap-stanford
snap-stanford
deepsnap

Python library assists deep learning on graphs

Score
79
โ˜… 572 โ‘‚ 56 +1/day
Python
HKUDS
HKUDS
SSLRec

[WSDM'2024 Oral] "SSLRec: A Self-Supervised Learning Framework for Recommendation"

Score
45
โ˜… 565 โ‘‚ 82 โ€”
Python
FanzhenLiu
FanzhenLiu
Awesome-Deep-Community-Detection

Deep and conventional community detection related papers, implementations, datasets, and tools.

Score
59
โ˜… 563 โ‘‚ 94 โ€”
uber-research
uber-research
LaneGCN

[ECCV2020 Oral] Learning Lane Graph Representations for Motion Forecasting

Score
51
โ˜… 555 โ‘‚ 132 โ€”
Python
Mohamedelrefaie
Mohamedelrefaie
DrivAerNet

A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks

Score
100
โ˜… 530 โ‘‚ 81 +1/day
Python
arneschneuing
arneschneuing
DiffSBDD

A Euclidean diffusion model for structure-based drug design.

Score
48
โ˜… 516 โ‘‚ 126 โ€”
Python
mlabonne
mlabonne
graph-neural-network-course

Free hands-on course about Graph Neural Networks using PyTorch Geometric.

Score
42
โ˜… 453 โ‘‚ 89 โ€”
Jupyter Notebook
rllm-team
rllm-team
rllm

Pytorch Library for Relational Table Learning with LLMs.

Score
88
โ˜… 442 โ‘‚ 34 โ€”
Python
OmicsML
OmicsML
dance

DANCE: a deep learning library and benchmark platform for single-cell analysis

Score
71
โ˜… 388 โ‘‚ 37 โ€”
Python
TorchSpatiotemporal
TorchSpatiotemporal
tsl

tsl: a PyTorch library for processing spatiotemporal data.

Score
87
โ˜… 384 โ‘‚ 37 +1/day
Python
ch-wan
ch-wan
awesome-gnn-systems

A list of awesome GNN systems.

Score
55
โ˜… 347 โ‘‚ 29 โ€”
Python
khuangaf
khuangaf
PyTorch-Geometric-YooChoose

This is a tutorial for PyTorch Geometric on the YooChoose dataset

Score
57
โ˜… 314 โ‘‚ 92 โ€”
Jupyter Notebook
htcr
htcr
sam_road

Segment Anything Model for large-scale, vectorized road network extraction from aerial imagery. CVPRW 2024

Score
39
โ˜… 286 โ‘‚ 39 +4/day
Python
tomgrek
tomgrek
zincbase

A batteries-included kit for knowledge graphs

Score
38
โ˜… 280 โ‘‚ 36 โ€”
Python
benedekrozemberczki
benedekrozemberczki
SGCN

A PyTorch implementation of "Signed Graph Convolutional Network" (ICDM 2018).

Score
41
โ˜… 275 โ‘‚ 55 โ€”
Python
Related Topics
#deep-learning#machine-learning#pytorch#graph-convolutional-networks#graph#computer-vision#gcn#python#geometric-deep-learning#data-mining#network-embedding#data-science

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