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Graph Neural Networks
363 Open Source Graph Neural Networks Software Projects
Free and open source graph neural networks code projects including engines, APIs, generators, and tools.
Pytorch_geometric
13658 ⭐
Graph Neural Network Library for PyTorch
Graph Based Deep Learning Literature
3475 ⭐
links to conference publications in graph-based deep learning
Deepsphere
114 ⭐
A spherical convolutional neural network for cosmology (TFv1).
Pytorch_spline_conv
114 ⭐
Implementation of the Spline-Based Convolution Operator of SplineCNN in PyTorch
Pytorch_cluster
466 ⭐
PyTorch Extension Library of Optimized Graph Cluster Algorithms
Decagon
351 ⭐
Graph convolutional neural network for multirelational link prediction
Surfacenetworks
85 ⭐
Source code for CVPR 2018 Oral paper "Surface Networks"
Stellargraph
2264 ⭐
StellarGraph - Machine Learning on Graphs
Dgl
8837 ⭐
Python package built to ease deep learning on graph, on top of existing DL frameworks.
Tegg89 Magnet
103 ⭐
MAGNet: Multi-agents control using Graph Neural Networks
Pytorch Gated Graph Neural Network
51 ⭐
A simple Pytorch implementation of Gated Graph Neural Networks
Gnn_few_shot_cifar100
69 ⭐
This is the PyTorch-0.4.0 implementation of few-shot learning on CIFAR-100 with graph neural networks (GNN)
Walklets
94 ⭐
A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).
Ai Nlp Paper Readings
148 ⭐
This is my reading list for my PhD in AI, NLP, Deep Learning and more.
K Gnn
125 ⭐
Source code for our AAAI paper "Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks".
Sr Gnn
636 ⭐
[AAAI 2019] Source code and datasets for "Session-based Recommendation with Graph Neural Networks"
Sgcn
233 ⭐
A PyTorch implementation of "Signed Graph Convolutional Network" (ICDM 2018).
Lanczosnetwork
301 ⭐
Lanczos Network, Graph Neural Networks, Deep Graph Convolutional Networks, Deep Learning on Graph Structured Data, QM8 Quantum Chemistry Benchmark, ICLR 2019
Powerful Gnns
844 ⭐
How Powerful are Graph Neural Networks?
Euler
2718 ⭐
A distributed graph deep learning framework.
Attentionwalk
290 ⭐
A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).
Spektral
1973 ⭐
Graph Neural Networks with Keras and Tensorflow 2.
Graphwaveletneuralnetwork
448 ⭐
A PyTorch implementation of "Graph Wavelet Neural Network" (ICLR 2019)
Ktrain
944 ⭐
ktrain is a Python library that makes deep learning and AI more accessible and easier to apply
Graph Networks
228 ⭐
A list of interesting graph neural networks (GNN) links with a primary interest in recommendations and tensorflow that is continually updated and refined
Gnn Meta Attack
108 ⭐
Implementation of the paper "Adversarial Attacks on Graph Neural Networks via Meta Learning".
Visual Compatibility
79 ⭐
Context-Aware Visual Compatibility Prediction (https://arxiv.org/abs/1902.03646)
Cogdl
975 ⭐
CogDL: An Extensive Toolkit for Deep Learning on Graphs
Geometricflux.jl
259 ⭐
Geometric Deep Learning for Flux
Qdata Lamp
70 ⭐
ECML 2019: Graph Neural Networks for Multi-Label Classification
Deep_gcns
606 ⭐
Tensorflow Repo for "DeepGCNs: Can GCNs Go as Deep as CNNs?" ICCV2019 Oral https://www.deepgcns.org
Dcgcn
69 ⭐
Densely Connected Graph Convolutional Networks for Graph-to-Sequence Learning (authors' MXNet implementation for the TACL19 paper)
Re Net
322 ⭐
Recurrent Event Network: Autoregressive Structure Inference over Temporal Knowledge Graphs (EMNLP 2020)
Graphnas
130 ⭐
This directory contains code necessary to run the GraphNAS algorithm.
Seal Ci
187 ⭐
A PyTorch implementation of "Semi-Supervised Graph Classification: A Hierarchical Graph Perspective" (WWW 2019)
Zincbase
260 ⭐
A batteries-included kit for knowledge graphs
Knowledge_graph_attention_network
755 ⭐
KGAT: Knowledge Graph Attention Network for Recommendation, KDD2019
Proteingcn
78 ⭐
ProteinGCN: Protein model quality assessment using Graph Convolutional Networks
Awesome Gcn
682 ⭐
resources for graph convolutional networks （图卷积神经网络相关资源）
Lds Gnn
159 ⭐
Learning Discrete Structures for Graph Neural Networks (TensorFlow implementation)
Pytorch Geometric Yoochoose
255 ⭐
This is a tutorial for PyTorch Geometric on the YooChoose dataset
Tencent Alchemy Alchemy
103 ⭐
Graph Reading Group
43 ⭐
Daily reading group on graphs at KEG
Aggcn
373 ⭐
Attention Guided Graph Convolutional Networks for Relation Extraction (authors' PyTorch implementation for the ACL19 paper)
Cogqa
435 ⭐
Source code and dataset for ACL 2019 paper "Cognitive Graph for Multi-Hop Reading Comprehension at Scale"
Graph Convnet Tsp
159 ⭐
Code for the paper 'An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem' (INFORMS Annual Meeting Session 2019)
What I Have Read
141 ⭐
Paper Lists, Notes and Slides, Focus on NLP. For summarization, please refer to https://github.com/xcfcode/Summarization-Papers
H Gcn
98 ⭐
[IJCAI 2019] Source code and datasets for "Hierarchical Graph Convolutional Networks for Semi-supervised Node Classification"
Knowledge Aware Reader
132 ⭐
PyTorch implementation of the ACL 2019 paper "Improving Question Answering over Incomplete KBs with Knowledge-Aware Reader"
Graph_attention_pool
211 ⭐
Attention over nodes in Graph Neural Networks using PyTorch (NeurIPS 2019)
Clustergcn
623 ⭐
A PyTorch implementation of "Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks" (KDD 2019).
Kgnn Ls
120 ⭐
A tensorflow implementation of Knowledge-aware Graph Neural Networks with Label Smoothness regularization
Gtos
159 ⭐
Code for AAAI2020 paper "Graph Transformer for Graph-to-Sequence Learning"
Gcdn
69 ⭐
Deep Graph-Convolutional Image Denoising
Deep_gcns_torch
847 ⭐
Pytorch Repo for DeepGCNs (ICCV'2019 Oral, TPAMI'2021), DeeperGCN (arXiv'2020) and GNN1000(ICML'2021): https://www.deepgcns.org
Graph Transformer
322 ⭐
Transformer for Graph Classification (Pytorch and Tensorflow)
Awesome Graph Attack Papers
232 ⭐
Adversarial attacks and defenses on Graph Neural Networks.
Bgcn
123 ⭐
A Tensorflow implementation of "Bayesian Graph Convolutional Neural Networks" (AAAI 2019).
Graphein
305 ⭐
Protein Graph Library
Ladies
66 ⭐
Code for NeurIPS'19 "Layer-Dependent Importance Sampling for Training Deep and Large Graph Convolutional Networks"
Ntds_2019
58 ⭐
Material for the EPFL master course "A Network Tour of Data Science", edition 2019.
Deeprobust
599 ⭐
A pytorch adversarial library for attack and defense methods on images and graphs
Gran
350 ⭐
Efficient Graph Generation with Graph Recurrent Attention Networks, Deep Generative Model of Graphs, Graph Neural Networks, NeurIPS 2019
Deep Graph Matching Consensus
177 ⭐
Implementation of "Deep Graph Matching Consensus" in PyTorch
Graphrec_pytorch
132 ⭐
A PyTorch implementation of Graph Neural Networks for Social Recommendation (GraphRec)
Pathcon
88 ⭐
Combining relational context and relational paths for knowledge graph completion
Dcrnn_pytorch
221 ⭐
Diffusion Convolutional Recurrent Neural Network Implementation in PyTorch
Gde
119 ⭐
Neural Graph Differential Equations (Neural GDEs)
Hgp Sl
214 ⭐
Hierarchical Graph Pooling with Structure Learning
Malllabiisc Asap
71 ⭐
AAAI 2020 - ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations
Graph Fraud Detection Papers
563 ⭐
A curated list of fraud detection papers using graph information or graph neural networks
Ogb
1216 ⭐
Benchmark datasets, data loaders, and evaluators for graph machine learning
Programl
163 ⭐
A Graph-based Program Representation for Data Flow Analysis and Compiler Optimizations
Sgas
149 ⭐
SGAS: Sequential Greedy Architecture Search (CVPR'2020) https://www.deepgcns.org/auto/sgas
Cogdl Tensorflow
80 ⭐
CogDL-TensorFlow: The TensorFlow Implementation of CogDL. With Support from Professor Jie Tang.
Pretrain Gnns
553 ⭐
Strategies for Pre-training Graph Neural Networks
Ss Gcns
94 ⭐
[ICML 2020] "When Does Self-Supervision Help Graph Convolutional Networks?" by Yuning You, Tianlong Chen, Zhangyang Wang, Yang Shen
Pyhgt
462 ⭐
Code for "Heterogeneous Graph Transformer" (WWW'20), which is based on pytorch_geometric
Social Stgcnn
271 ⭐
Code for "Social-STGCNN: A Social Spatio-Temporal Graph Convolutional Neural Network for Human Trajectory Prediction" CVPR 2020
Benchmarking Gnns
1691 ⭐
Repository for benchmarking graph neural networks
Supergluepretrainednetwork
1615 ⭐
SuperGlue: Learning Feature Matching with Graph Neural Networks (CVPR 2020, Oral)
Mot_neural_solver
286 ⭐
Official PyTorch implementation of "Learning a Neural Solver for Multiple Object Tracking" (CVPR 2020 Oral).
Pna
228 ⭐
Implementation of Principal Neighbourhood Aggregation for Graph Neural Networks in PyTorch, DGL and PyTorch Geometric
Awesome Semi Supervised Learning
989 ⭐
😎 An up-to-date & curated list of awesome semi-supervised learning papers, methods & resources.
Drkg
338 ⭐
A knowledge graph and a set of tools for drug repurposing
Texting
139 ⭐
[ACL 2020] Tensorflow implementation for "Every Document Owns Its Structure: Inductive Text Classification via Graph Neural Networks"
Dgl Lifesci
365 ⭐
Python package for graph neural networks in chemistry and biology
Ptgnn
303 ⭐
A PyTorch Graph Neural Network Library
Pro Gnn
155 ⭐
Implementation of the KDD 2020 paper "Graph Structure Learning for Robust Graph Neural Networks"
Awesome Self Supervised Gnn
569 ⭐
Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).
Deepergnn
135 ⭐
Official PyTorch implementation of "Towards Deeper Graph Neural Networks" [KDD2020]
Person Reid 3D
221 ⭐
:statue_of_liberty: Parameter-Efficient Person Re-identification in the 3D Space :statue_of_liberty:
Deepsnap
384 ⭐
Python library assists deep learning on graphs
Kdd_cup_2020_debiasing_rush
129 ⭐
Solution to the Debiasing Track of KDD CUP 2020
Gcc
228 ⭐
GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training @ KDD 2020
Gpt Gnn
279 ⭐
Code for KDD'20 "Generative Pre-Training of Graph Neural Networks"
Pytorch_geometric_temporal
1304 ⭐
PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)
Modular Rl
146 ⭐
[ICML 2020] PyTorch Code for "One Policy to Control Them All: Shared Modular Policies for Agent-Agnostic Control"
Pick Pytorch
406 ⭐
Code for the paper "PICK: Processing Key Information Extraction from Documents using Improved Graph Learning-Convolutional Networks" (ICPR 2020)
Cnn_graph
1186 ⭐
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering