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Graph Neural Network
80 Open Source Graph Neural Network Software Projects
Free and open source graph neural network code projects including engines, APIs, generators, and tools.
Caps2ne
21 ⭐
A Capsule Network-based Model for Learning Node Embeddings (CIKM 2020)
Tene
70 ⭐
A sparsity aware implementation of "Enhanced Network Embedding with Text Information" (ICPR 2018).
Role2vec
148 ⭐
A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).
Capsgnn
1115 ⭐
A PyTorch implementation of "Capsule Graph Neural Network" (ICLR 2019).
Jhy1993 Han
705 ⭐
Heterogeneous Graph Neural Network
Appnp
288 ⭐
A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).
Gnn Meta Attack
108 ⭐
Implementation of the paper "Adversarial Attacks on Graph Neural Networks via Meta Learning".
Splitter
189 ⭐
A Pytorch implementation of "Splitter: Learning Node Representations that Capture Multiple Social Contexts" (WWW 2019).
Representation Learning On Heterogeneous Graph
346 ⭐
Representation-Learning-on-Heterogeneous-Graph
Graph_neural_net
25 ⭐
Graph Convolutional Networks, Graph Attention Networks, Gated Graph Neural Net, Mixhop
Kern
98 ⭐
Code for Knowledge-Embedded Routing Network for Scene Graph Generation (CVPR 2019)
Graph Neural Network Pyg
34 ⭐
PyG (a geometric extension library for PyTorch) implementation of several Graph Neural Networks (GNNs): GCN, GAT, GraphSAGE, etc.
Benedekrozemberczki Datasets
402 ⭐
A repository of pretty cool datasets that I collected for network science and machine learning research.
Visdial Gnn
39 ⭐
PyTorch code for Reasoning Visual Dialogs with Structural and Partial Observations
Neural_graph_collaborative_filtering
620 ⭐
Neural Graph Collaborative Filtering, SIGIR2019
Musae
106 ⭐
The reference implementation of "Multi-scale Attributed Node Embedding". (Journal of Complex Networks 2021)
Diffnet
116 ⭐
Graph Neural Network based Social Recommendation Model. SIGIR2019.
Seal Ci
187 ⭐
A PyTorch implementation of "Semi-Supervised Graph Classification: A Hierarchical Graph Perspective" (WWW 2019)
Vgrnn
71 ⭐
Variational Graph Recurrent Neural Networks - PyTorch
Geniepath Pytorch
87 ⭐
This is a PyTorch implementation of the GeniePath model in <GeniePath: Graph Neural Networks with Adaptive Receptive Paths> (https://arxiv.org/abs/1802.00910)
Pgl
1206 ⭐
Paddle Graph Learning (PGL) is an efficient and flexible graph learning framework based on PaddlePaddle
Nyxflower Tip
15 ⭐
TIP: Tri-graph Interaction Propagation model for Polypharmacy Side Eﬀect Prediction (
[email protected]
, 2019)
Graphdeesmartcontract
57 ⭐
Smart contract vulnerability detection using graph neural network (DR-GCN).
Dysat
170 ⭐
Representation learning on dynamic graphs using self-attention networks
Supergat
100 ⭐
Official implementation of Self-supervised Graph Attention Networks (SuperGAT), ICLR 2021.
Awesome Computer Vision
125 ⭐
Awesome Resources for Advanced Computer Vision Topics
Gcn Gan Pytorch
65 ⭐
A pytorch implemention of GCN-GAN for temporal link prediction.
Agnn
184 ⭐
Zero-shot Video Object Segmentation via Attentive Graph Neural Networks (ICCV2019 Oral)
Oanet
198 ⭐
Implementation of ICCV19 Paper "Learning Two-View Correspondences and Geometry Using Order-Aware Network"
Kgcn_keras
20 ⭐
A Pure Keras Implementation of Knowledge Graph Convolution Network for Recommendation
Vgn
61 ⭐
Deep Vessel Segmentation by Learning Graphical Connectivity
Gnn4nlp Papers
659 ⭐
A list of recent papers about Graph Neural Network methods applied in NLP areas.
Fighterlyl Graphneuralnetwork
1071 ⭐
《深入浅出图神经网络：GNN原理解析》配套代码
Scgnn
58 ⭐
scGNN (single cell graph neural networks) for single cell clustering and imputation using graph neural networks
Magnn
199 ⭐
Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding
Ctgcn
41 ⭐
CTGCN: k-core based Temporal Graph Convolutional Network for Dynamic Graphs (accepted by IEEE TKDE in 2020) https://ieeexplore.ieee.org/document/9240056
Taxoexpan
58 ⭐
The source code used for self-supervised taxonomy expansion method TaxoExpan, published in WWW 2020
Hyper Sagnn
46 ⭐
hypergraph representation learning, graph neural network
Scdeepsort
54 ⭐
Cell-type Annotation for Single-cell Transcriptomics using Deep Learning with a Weighted Graph Neural Network
Graphmatch_clone
22 ⭐
Code and data for paper "Detecting Code Clones with Graph Neural Network and Flow-Augmented Abstract Syntax Tree".
G3
37 ⭐
G3: A Programmable GNN Training System on GPU
Torch Rgcn
34 ⭐
A PyTorch implementation of the Relational Graph Convolutional Network (RGCN).
Routenet Challenge
34 ⭐
RouteNet baseline for the Graph Neural Networking Challenge (https://bnn.upc.edu/challenge/)
Gnn_note
231 ⭐
图神经网络整理
Awesome Graph Learning Papers
17 ⭐
A curated list of graph learning papers, articles, tutorials, slides and projects
Gdc
21 ⭐
Bayesian Graph Neural Networks with Adaptive Connection Sampling - Pytorch
Awesome Deep Community Detection
121 ⭐
A Comprehensive Survey on Community Detection with Deep Learning
Rgrec
12 ⭐
Rule-Guided Graph Neural Networks for Recommender Systems, ISWC 2020
Automl Tutorial
51 ⭐
Tutorials about AutoML
Recommender Systems Paper
61 ⭐
Must-read Papers for Recommender Systems (RS)
Pytorch_han
33 ⭐
Heterogeneous Graph Attention Network (HAN) with pytorch
Graphcl
249 ⭐
[NeurIPS 2020] "Graph Contrastive Learning with Augmentations" by Yuning You, Tianlong Chen, Yongduo Sui, Ting Chen, Zhangyang Wang, Yang Shen
Pgexplainer
63 ⭐
Parameterized Explainer for Graph Neural Network
Zzy979 Pytorch Tutorial
30 ⭐
PyTorch示例代码；复现GNN模型
Ptdnet
27 ⭐
Learning to Drop: Robust Graph Neural Network via Topological Denoising & Robust Graph Representation Learning via Neural Sparsification
Jinheonbaek Gen
38 ⭐
Official Code Repository for the paper "Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Prediction" (NeurIPS 2020)
Divelab Dig
1012 ⭐
A library for graph deep learning research
Ea Sota Comparison
14 ⭐
Code for paper "A Critical Assessment of State-of-the-Art in Entity Alignment" (https://arxiv.org/abs/2010.16314)
Crslab
298 ⭐
CRSLab is an open-source toolkit for building Conversational Recommender System (CRS).
Social Knowledge Graph Papers
23 ⭐
A paper list of research about social knowledge graph
Dfcn
29 ⭐
Deep Fusion Clustering Network
Gnn Recommendation
33 ⭐
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
Text Level Gnn
28 ⭐
Text Level Graph Neural Network for Text Classification
Awesome Federated Learning On Graph And Gnn Papers
103 ⭐
Federated learning on graph, especially on graph neural networks (GNNs), knowledge graph, and private GNN.
Pdn
40 ⭐
The official PyTorch implementation of "Pathfinder Discovery Networks for Neural Message Passing" (WebConf '21)
Knowledge_graph_based_intent_network
109 ⭐
Learning Intents behind Interactions with Knowledge Graph for Recommendation, WWW2021
Grafrank
15 ⭐
Code for "Graph Neural Networks for Friend Ranking in Large-scale Social Platforms" (WWW 2021).
Egnn Pytorch
170 ⭐
Implementation of E(n)-Equivariant Graph Neural Networks, in Pytorch
Isogcn Iclr2021
31 ⭐
IsoGCN code for ICLR2021
Snag
10 ⭐
Source code for CIKM-CSSA 2020 paper SNAG "Simplified Neural Architecture search for Graph Neural Networks".
Polypharmacy Ddi Synergy Survey
57 ⭐
Readings for "A Unified View of Relational Deep Learning for Drug Pair Scoring."
Gnn Communication Networks
54 ⭐
This is the repository for the collection of Graph-based Deep Learning for Communication Networks.
Ustgcn
13 ⭐
[IJCNN 2021] Unified Spatio-Temporal Modeling for Traffic Forecasting using Graph Neural Network
Stagin
22 ⭐
STAGIN: Spatio-Temporal Attention Graph Isomorphism Network
Mixgcf
48 ⭐
MixGCF: An Improved Training Method for Graph Neural Network-based Recommender Systems, KDD2021
Gnns In Network Neuroscience
60 ⭐
A review of papers proposing novel GNN methods with application to brain connectivity published in 2017-2020.
Klicperajo Gtn
10 ⭐
Graph transport network (GTN), as proposed in "Scalable Optimal Transport in High Dimensions for Graph Distances, Embedding Alignment, and More" (ICML 2021)
Awesome Dynamicgraphlearning
65 ⭐
Awesome papers about machine learning (deep learning) on dynamic (temporal) graphs (networks / knowledge graphs). 将深度学习技术(图神经网络等)应用在动态图、动态网络、动态知识图谱上的论文、工具等。
Pas
11 ⭐
The released code for the paper: Pooling Architecture Search for Graph Classification, in CIKM 2021.
Chemicalx
72 ⭐
A PyTorch and TorchDrug based deep learning library for drug pair scoring.