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Top 19 graph-neural-network open source projects

chemicalx

A PyTorch and TorchDrug based deep learning library for drug pair scoring.

KERN

Code for Knowledge-Embedded Routing Network for Scene Graph Generation (CVPR 2019)

✭ 99

python Cuda c shell computer-vision pytorch scene-graph graph-neural-network scene-graph-generation

Knowledge Graph based Intent Network

Learning Intents behind Interactions with Knowledge Graph for Recommendation, WWW2021

✭ 116

python information-retrieval pytorch knowledge-graph recommendation-system graph-neural-network explainable-recommendation knowledge-graph-for-recommendation www2021

DIG

A library for graph deep learning research

✭ 1,078

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

ReFine

Official code of "Towards Multi-Grained Explainability for Graph Neural Networks" (2021 NeurIPS)

✭ 40

Jupyter Notebook python shell graph-neural-network neurips2021 multi-grained-explainability

GNNs-in-Network-Neuroscience

A review of papers proposing novel GNN methods with application to brain connectivity published in 2017-2020.

✭ 92

biomarker gans brain-connectivity geometric-deep-learning gnns network-neuroscience gnn graph-neural-network graph-fusion graph-synthesis graph-prediction brain-disorders graph-superresolution predictive-intelligence graph-integration graph-timeseries brain-gnn

visdial-gnn

PyTorch code for Reasoning Visual Dialogs with Structural and Partial Observations

✭ 39

python lua shell natural-language-processing computer-vision pytorch visual-dialog graph-neural-network

PDN

The official PyTorch implementation of "Pathfinder Discovery Networks for Neural Message Passing" (WebConf '21)

stagin

STAGIN: Spatio-Temporal Attention Graph Isomorphism Network

✭ 34

python attention neuroimaging fmri connectome explainability neurips gnn graph-neural-network stagin neurips2021

Social-Knowledge-Graph-Papers

A paper list of research about social knowledge graph

✭ 27

social-network knowledge-graph heterogeneous-network dynamic-graphs graph-neural-network dynamic-heterogeneous-networks

Hyper-SAGNN

hypergraph representation learning, graph neural network

✭ 53

python hypergraphs graph-neural-network

SuperGAT

[ICLR 2021] How to Find Your Friendly Neighborhood: Graph Attention Design with Self-Supervision

✭ 122

python shell graph-neural-networks graph-neural-network

egnn-pytorch

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

✭ 249

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

MixGCF

MixGCF: An Improved Training Method for Graph Neural Network-based Recommender Systems, KDD2021

✭ 73

python information-retrieval pytorch recommender-system network-embedding negative-sampling graph-neural-network

Graph Neural Net

Graph Convolutional Networks, Graph Attention Networks, Gated Graph Neural Net, Mixhop

✭ 27

Jupyter Notebook graph ppi gcn transductive-learning ggnn inductive-learning gat graph-attention graph-neural-network mixhop

Awesome-Federated-Learning-on-Graph-and-GNN-papers

Federated learning on graph, especially on graph neural networks (GNNs), knowledge graph, and private GNN.

✭ 206

graph knowledge-graph papers federated-learning gnn graph-neural-network

GraphDeeSmartContract

Smart contract vulnerability detection using graph neural network (DR-GCN).

✭ 84

python solidity c shell vulnerability-detection gcn smart-contract graph2vec graph-neural-network

GP-GNN

Code and dataset of ACL2019 Paper: Graph Neural Networks with Generated Parameters for Relation Extraction.

✭ 52

nlp relation-extraction graph-neural-network

GNN-Recommendation

毕业设计：基于图神经网络的异构图表示学习和推荐算法研究

✭ 52

python HTML recommender-system graph-neural-network heterogeneous-graph

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