graph-neural-network-pyg

PyG (a geometric extension library for PyTorch) implementation of several Graph Neural Networks (GNNs): GCN, GAT, GraphSAGE, etc.

Stars

36

Forks

10

Language

Python

Last Updated

Jun 23, 2022

Similar Repos
Repo Language Stars Description Updated At
Python 582 Implementation and experiments of graph neural netwokrs, like gcn,graphsage,gat,etc. Aug 15, 2022
None 2 Implementation and experiments of graph neural netwokrs, like gcn,graphsage,gat,etc. Apr 10, 2022
Python 33 An PyTorch implementation of graph neural networks (GCN, GraphSAGE and GAT) that can be simply … Jul 28, 2022
Python 2 Reimplementation of ICLR20 paper "Geom-GCN: Geometric Graph Convolutional Networks" based on PyTorch and PyTorch Geometric … Nov 19, 2023
Jupyter Notebook 981 PyTorch Implementation and Explanation of Graph Representation Learning papers: DeepWalk, GCN, GraphSAGE, ChebNet & GAT. May 03, 2023
None 2 PyTorch Implementation and Explanation of Graph Representation Learning papers involving DeepWalk, GCN, GraphSAGE, ChebNet & … Nov 08, 2021
Python 8 Some GNNs are implemented using PyG for node classification tasks, including: GCN, GraphSAGE, SGC, GAT, … Aug 28, 2022
Python 23 A PyTorch implementation of various Graph Neural Networks (GNNs) for graph classification Jun 29, 2022
Python 2 Some GNNs are implemented using PyG for link prediction tasks, including: GCN, GraphSAGE, GAT, Node2Vec、RGCN、HGT … May 29, 2023
Python 23 A graph reliability toolbox based on PyTorch and PyTorch Geometric (PyG). Aug 10, 2022
None 2 A graph reliability toolbox based on PyTorch and PyTorch Geometric (PyG). Apr 29, 2024
Python 8 An introduction to graph convolutional neural networks with PyTorch Geometric May 19, 2022
Python 3 Reimplementation of NeurIPS 2020 paper "Beyond homophily in graph neural networks: Current limitations and effective … Apr 18, 2023
Jupyter Notebook 12 Free hands-on course about Graph Neural Networks using PyTorch Geometric. Jul 12, 2022
Python 5 Reimplementation of AAAI21 paper "Beyond Low-frequency Information in Graph Convolutional Networks" based on PyTorch and … Apr 18, 2023
None 731 🟠 A recipe to study Graph Neural Networks (GNNs) Aug 22, 2022
Python 367 GraphGallery is a gallery for benchmarking Graph Neural Networks (GNNs). Aug 10, 2022
Python 5 YooChoose challenge with GCN in Pytorch Geometric Nov 22, 2021
None 3 Federated learning on graph, especially on graph neural networks (GNNs), knowledge graph, and private GNN. Feb 04, 2023
Python 96 Variational Graph Recurrent Neural Networks - PyTorch May 02, 2023
Python 72 PyTorch Geometric Signed Directed is a signed/directed graph neural network extension library for PyTorch Geometric. Apr 26, 2023
Python 15 Multi-State RNA Design with Geometric Multi-Graph Neural Networks May 26, 2023
Python 15 PyG implementation of GCN (Semi-Supervised Classification with Graph Convolutional Networks, ICLR 2017).Datasets: CiteSeer, Cora, PubMed, … Jul 28, 2022
Jupyter Notebook 2 Pytorch Geometric => Build Graph Neural Network RDKit => Handle Molecule Data Jul 05, 2021
Jupyter Notebook 5 My solutions for Stanford University course CS224W: Machine Learning with Graphs Fall 2021 colabs (GNN, … Mar 28, 2022
Python 2 Python package for using graph neural networks (GNNs) to model time-series data Jun 27, 2023
Jupyter Notebook 121 Graph Convolutional Networks (GCN) with BERT for Coreference Resolution Task [Pytorch][DGL] Aug 28, 2022
Python 147 Implementation of MolCLR: "Molecular Contrastive Learning of Representations via Graph Neural Networks" in PyG. May 19, 2023
C++ 20 Low-Level Graph Neural Network Operators for PyG Jun 23, 2022
Python 10 [SDM22] PyTorch implementation for "Neural Graph Matching for Pre-training Graph Neural Networks". Jun 29, 2022
Python 12 Code behind blog post deploying Graph Neural Networks (GNNs) for Monitoring Supply Chain Risk Apr 20, 2023
Python 36 Graph Neural Networks for Knowledge Graph Link Prediction (WSDM 2022) (Pytorch) Apr 27, 2023
Jupyter Notebook 54 Official code of "Towards Multi-Grained Explainability for Graph Neural Networks" (NeurIPS 2021) + Pytorch Implementation … Apr 26, 2023
Python 3 A TensorFlow 2 implementation of Graph Attention Networks (GAT) Dec 11, 2021
Python 38 Quaternion Graph Neural Networks (ACML 2021) (Pytorch and Tensorflow) Apr 27, 2023
Python 2 Spatial Temporal Graph Convolutional Networks (ST-GCN) for Skeleton-Based Action Recognition in PyTorch Oct 01, 2021
Python 9 Spatial Temporal Graph Convolutional Networks (ST-GCN) for Skeleton-Based Action Recognition in PyTorch Mar 29, 2022
Python 4 Spatial Temporal Graph Convolutional Networks (ST-GCN) for Skeleton-Based Action Recognition in PyTorch Nov 03, 2022
Python 15 Certifying Geometric Robustness of Neural Networks Mar 17, 2023
Python 16 Pytorch code for TM-GCN, a Dynamic Graph Convolutional Networks Using the Tensor M-Product Jun 14, 2022
Python 227 Implementation of E(n)-Equivariant Graph Neural Networks, in Pytorch Aug 05, 2022
Python 57 Official PyTorch implementation of "Towards Deeper Graph Neural Networks" [KDD2020] Aug 14, 2022
C++ 18 PyTorch implementation of "Scalable Graph Neural Networks via Bidirectional Propagation" Jul 21, 2022
Python 13 Distributed PyTorch implementation of multi-headed graph convolutional neural networks Apr 13, 2023
Python 40 Revisiting Graph Neural Networks for Vulnerability Detection (ICSE 2022) (Pytorch) Apr 27, 2023
Jupyter Notebook 296 Geometric GNN Dojo provides unified implementations and experiments to explore the design space of Geometric … May 26, 2023
Python 2 A TensorFlow 2 implementation of Graph Convolutional Networks (GCN) Dec 01, 2023
Python 119 Graph Data Augmentation Library for PyTorch Geometric Mar 07, 2023
Python 3 Graph Data Augmentation Library for PyTorch Geometric Dec 15, 2022
Python 2 Dynamic graph CNN implemented using PyTorch Geometric Feb 10, 2023