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A python package for the automated graph theory analysis of structural network images

Python 17 5 Updated Sep 17, 2024

《深入浅出图神经网络:GNN原理解析》配套代码

Jupyter Notebook 1,879 475 Updated Feb 24, 2021

图神经网络相关算法详述及实现

894 147 Updated Nov 25, 2020

resources for graph convolutional networks (图卷积神经网络相关资源)

902 136 Updated Jul 12, 2019

图神经网络(图卷积网络) 个人学习总结

Jupyter Notebook 122 24 Updated Dec 22, 2022

基于图神经网络的机械故障诊断

Python 101 14 Updated Feb 27, 2024

Pytorch-基于GCN/GAT/Chebnet图神经网络实现的交通流预测

Python 19 4 Updated Dec 5, 2023

汇总常见的图神经网络模型

Python 8 Updated Apr 24, 2021

图神经网络入门学习

Jupyter Notebook 5 Updated May 5, 2025

《图神经网络:基础与前沿》相关资料

48 11 Updated Oct 3, 2021

图神经网络(GNN)学习笔记

Jupyter Notebook 76 13 Updated Jun 15, 2021

图神经网络、图卷积网络、图注意力网络、图自编码网络、时空图神经网络等论文合集。

Jupyter Notebook 103 16 Updated Apr 27, 2025

Inductive Graph-Based Long Short-Term Memory Network for the Prediction of Nonlinear Floor Responses and Member Forces of Steel Buildings Subjected to Orthogonal Horizontal Ground Motions

Python 8 3 Updated Sep 4, 2024

House-GAN: Relational Generative Adversarial Networks for Graph-constrained House Layout Generation

Python 270 77 Updated Mar 28, 2024

Graph Convolutional Networks in PyTorch

Python 5,358 1,227 Updated Sep 20, 2020

🟠 A study guide to learn about Graph Neural Networks (GNNs)

1,244 129 Updated Jan 6, 2023

Curated papers on survey paper "deep learning and foundation models for weather prediction".

36 5 Updated Sep 13, 2025

A Hybrid GNN Approach for Improved Molecular Property Prediction

Python 4 Updated Oct 15, 2023

implementation of a hybrid method coupling ISPH and graph neural network(GNN) for free surface flows

Python 7 Updated Aug 3, 2023

Implemented a Physics-Informed Graph Neural Network (GNN) inspired by Google DeepMind’s research to simulate particle dynamics with high accuracy (96.2%). The model leverages PyTorch, GNNs, and tra…

Jupyter Notebook 3 Updated Jul 20, 2024

🔨 🍇 💻 🚀 GraphScope: A One-Stop Large-Scale Graph Computing System from Alibaba | 一站式图计算系统

C++ 3,483 456 Updated Sep 17, 2025

Repository for the ES paper "Structural nonlinear seismic time-history response prediction of urban-scale reinforced concrete frames based on deep learning"

Python 4 Updated Aug 14, 2024

Open source implementation of "StructureGraph: A universal performance evaluation method for engineering structures via heterogeneous graph neural network"

Jupyter Notebook 1 Updated Aug 27, 2025

PyTorch Extension Library of Optimized Graph Cluster Algorithms

C++ 3 Updated Aug 24, 2020

A repository for structural GNN

Jupyter Notebook 1 Updated Sep 12, 2025

Graph Neural Network Library for PyTorch

Python 22,947 3,894 Updated Sep 30, 2025

PyTorch示例代码;复现GNN模型

Python 133 20 Updated Nov 30, 2021

Code and resources for "Assessing progressive collapse regions of reinforced concrete frame structures using Graph Convolutional Networks" (Engineering Structures)

Python 1 Updated Oct 29, 2024

Parameterized Explainer for Graph Neural Network

Jupyter Notebook 139 16 Updated Feb 23, 2024
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