graph-neural-network

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divelab /DIG

Star2k

A library for graph deep learning research

deep-learning graph-generation explainable-ml self-supervised-learning 3d-graph graph-neural-network

UpdatedJul 15, 2024
Python

FighterLYL /GraphNeuralNetwork

Star1.9k

《深入浅出图神经网络：GNN原理解析》配套代码

gcn gnn graph-neural-network

UpdatedFeb 24, 2021
Jupyter Notebook

PaddlePaddle /PGL

Star1.6k

Paddle Graph Learning (PGL) is an efficient and flexible graph learning framework based on PaddlePaddle

graph metapath graph-learning graph-neural-network heterogeneous-graph-learning

UpdatedDec 11, 2023
Python

benedekrozemberczki /CapsGNN

Sponsor

Star1.3k

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

machine-learning research deep-learning tensorflow sklearn pytorch deepwalk convolution node2vec graph-classification capsule-network graph-attention-networks capsule-neural-networks graph-attention-model struc2vec graph-convolution gnn graph-neural-network capsgnn

UpdatedMar 18, 2023
Python

Jhy1993 /HAN

Star1.2k

Heterogeneous Graph Neural Network

heterogeneous-network network-embedding graph-neural-network heterogeneous-graph graph-attention-network heterogeneous-graph-neural-network

UpdatedMay 6, 2020
Python

IndexFziQ /GNN4NLP-Papers

Star908

A list of recent papers about Graph Neural Network methods applied in NLP areas.

natural-language-processing knowledge-graph question-answering knowledge-representation graph-convolutional-networks knowledge-based-systems paperlist paper-list graph-neural-network graph-attention-network heterogeneous-graphs

UpdatedMay 9, 2023

xiangwang1223 /neural_graph_collaborative_filtering

Star848

Neural Graph Collaborative Filtering, SIGIR2019

collaborative-filtering recommender-system recommendation neural-collaborative-filtering graph-neural-network sigir2019 high-order-connectivity personalized-recommendation

UpdatedMay 7, 2020
Python

rampasek /GraphGPS

Star809

Recipe for a General, Powerful, Scalable Graph Transformer

long-range-dependence graph-representation-learning graph-neural-network graph-transformer

UpdatedJul 4, 2024
Python

AstraZeneca /chemicalx

Star760

A PyTorch and TorchDrug based deep learning library for drug pair scoring. (KDD 2022)

machine-learning deep-learning chemistry geometry biology torch pytorch drug-discovery drug smiles pharma geometric-deep-learning graph-neural-network drug-interaction polypharmacy smiles-strings deep-chemistry drug-pair torchdrug

UpdatedSep 11, 2023
Python

SpaceLearner /Awesome-DynamicGraphLearning

Star691

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

deep-learning graph-neural-networks graph-neural-network temporal-network dynamic-network-embedding dynamic-graph-embedding temporal-graph

UpdatedJun 4, 2025
Shell

benedekrozemberczki /datasets

Sponsor

Star648

A repository of pretty cool datasets that I collected for network science and machine learning research.

data-science benchmark machine-learning community-detection network-science deepwalk dataset dimensionality-reduction network-analysis network-embedding link-prediction gcn node2vec graph-embedding node-classification graph2vec node-embedding graph-convolution gnn graph-neural-network

UpdatedMar 16, 2024

Shen-Lab /GraphCL

Star619

[NeurIPS 2020] "Graph Contrastive Learning with Augmentations" by Yuning You, Tianlong Chen, Yongduo Sui, Ting Chen, Zhangyang Wang, Yang Shen

self-supervised-learning pre-training graph-neural-network contrastive-learning

UpdatedJul 17, 2024
Python

joeat1 /GNN_note

Star595

图神经网络整理

survey gnn graph-neural-network

UpdatedAug 11, 2021

jwwthu /GNN-Communication-Networks

Star557

This is the repository for the collection of Graph-based Deep Learning for Communication Networks.

graph graph-convolutional-networks graph-neural-network commmunication-networks

UpdatedNov 30, 2025

FanzhenLiu /Awesome-Deep-Community-Detection

Star548

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

data-mining awesome deep-learning community-detection survey network-embedding graph-clustering graph-embedding deep-neural-network graph-neural-networks network-representation-learning graph-neural-network

UpdatedSep 4, 2025

RUCAIBox /CRSLab

Star546

CRSLab is an open-source toolkit for building Conversational Recommender System (CRS).

deep-learning text-generation pytorch knowledge-graph recommender-system recommendation pretrained-models human-machine-interaction dialog-system graph-neural-network conversational-recommendation conversation-system

UpdatedApr 12, 2024
Python

lucidrains /egnn-pytorch

Star513

Implementation of E(n)-Equivariant Graph Neural Networks, in Pytorch

deep-learning artificial-intelligence graph-neural-network equivariance

UpdatedDec 6, 2024
Python

Jhy1993 /Representation-Learning-on-Heterogeneous-Graph

Star446

Representation-Learning-on-Heterogeneous-Graph

machine-learning deep-learning representation-learning network-embedding graph-embedding heterogeneous-information-networks network-representation-learning graph-neural-network heterogeneous-graph

UpdatedMar 13, 2020

cynricfu /MAGNN

Star431

Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding

heterogeneous-network network-embedding graph-neural-network heterogeneous-graph heterogeneous-graph-neural-network

UpdatedNov 5, 2020
Python

benedekrozemberczki /APPNP

Sponsor

Star370

A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).

machine-learning deep-neural-networks research deep-learning pagerank pytorch deepwalk attention network-embedding gcn iclr node2vec graph-embedding graph-classification node-embedding graph-attention graph-convolutional-neural-networks graph-neural-network ppnp appnp

UpdatedNov 6, 2022
Python

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graph-neural-network

Here are 323 public repositories matching this topic...

divelab /DIG

FighterLYL /GraphNeuralNetwork

PaddlePaddle /PGL

benedekrozemberczki /CapsGNN

Jhy1993 /HAN

IndexFziQ /GNN4NLP-Papers

xiangwang1223 /neural_graph_collaborative_filtering

rampasek /GraphGPS

AstraZeneca /chemicalx

SpaceLearner /Awesome-DynamicGraphLearning

benedekrozemberczki /datasets

Shen-Lab /GraphCL

joeat1 /GNN_note

jwwthu /GNN-Communication-Networks

FanzhenLiu /Awesome-Deep-Community-Detection

RUCAIBox /CRSLab

lucidrains /egnn-pytorch

Jhy1993 /Representation-Learning-on-Heterogeneous-Graph

cynricfu /MAGNN

benedekrozemberczki /APPNP

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