graph-convolutional-networks

pyg-team / pytorch_geometric

#计算机科学#Graph Neural Network Library for PyTorch

翻译 - PyTorch的几何深度学习扩展库

PyTorch geometric-deep-learning graph-neural-networks 深度学习 graph-convolutional-networks

Python 22 k

3 天前

naganandy / graph-based-deep-learning-literature

#计算机科学#links to conference publications in graph-based deep learning

翻译 - 基于图的深度学习中会议出版物的链接

graph-neural-networks graph-convolutional-networks graph 深度学习 neural-networks graph-representation-learning conference-publications

Jupyter Notebook 4.89 k

3 个月前

benedekrozemberczki / awesome-graph-classification

A collection of important graph embedding, classification and representation learning papers with implementations.

翻译 - 一系列重要的图形嵌入，分类和表示学习论文以及实现。

graph2vec classification-algorithm graph-kernels weisfeiler-lehman kernel-methods deep-graph-kernels netlsd graph-attention-model graph-attention-networks structural-attention attention-mechanism node2vec graph-embedding network-embedding node-embedding graph-representation-learning deepwalk graph-convolutional-networks

Python 4.78 k

2 年前

stellargraph / stellargraph

#计算机科学#StellarGraph - Machine Learning on Graphs

翻译 - StellarGraph-图上的机器学习

graphs 机器学习 graph-convolutional-networks networkx geometric-deep-learning saliency-map interpretability heterogeneous-networks graph-neural-networks graph-analysis gcn graph-data Python 深度学习数据科学

Python 2.98 k

1 年前

alibaba / euler

#计算机科学#A distributed graph deep learning framework.

翻译 - 分布式图深度学习框架。

graph graph-learning network-embedding 深度学习 graph-convolutional-networks graph-neural-networks graphsage random-walk node2vec graph-embedding gcn

C++ 2.9 k

2 年前

benedekrozemberczki / pytorch_geometric_temporal

#计算机科学#PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)

翻译 - PyTorch Geometric的时间扩展库

PyTorch graph-neural-networks temporal-networks temporal-graphs gcn graph-convolutional-networks 深度学习 network-science temporal-data node-embedding network-embedding graph-embedding spatial-data spatial-analysis spatio-temporal-analysis gnn graph-convolution

Python 2.75 k

1 个月前

safe-graph / graph-fraud-detection-papers

#计算机科学#A curated list of graph-based fraud, anomaly, and outlier detection papers & resources

fraud-detection 安全 papers 机器学习数据科学深度学习 graph-algorithms graph-neural-networks graph-convolutional-networks academic-publications spam-detection data-mining anomaly-detection dataset outlier-detection survey

1.52 k

24 天前

yao8839836 / text_gcn

#自然语言处理#Graph Convolutional Networks for Text Classification. AAAI 2019

深度学习自然语言处理 text-classification graph-convolutional-networks

Python 1.38 k

3 年前

dair-ai / GNNs-Recipe

#计算机科学#🟠 A study guide to learn about Graph Neural Networks (GNNs)

翻译 - 研究图神经网络 (GNN) 的秘诀

graph-neural-networks 深度学习机器学习 graph graph-convolutional-networks

1.18 k

2 年前

dsgiitr / graph_nets

PyTorch Implementation and Explanation of Graph Representation Learning papers: DeepWalk, GCN, GraphSAGE, ChebNet & GAT.

graph-representation-learning graph-convolutional-networks graph-attention-networks graph-embedding deepwalk node-embedding PyTorch

Jupyter Notebook 1.17 k

2 年前

lightaime / deep_gcns_torch

#计算机科学#Pytorch Repo for DeepGCNs (ICCV'2019 Oral, TPAMI'2021), DeeperGCN (arXiv'2020) and GNN1000(ICML'2021): https://www.deepgcns.org

graph-neural-networks geometric-deep-learning Point cloud data-mining PyTorch 机器视觉 Bioinformatics cheminformatics social-network 深度学习 graph-convolutional-networks

Python 1.15 k

3 年前

DSE-MSU / DeepRobust

#计算机科学#A pytorch adversarial library for attack and defense methods on images and graphs

adversarial-attacks adversarial-examples 深度神经网络 defense graph-neural-networks 机器学习深度学习 graph-convolutional-networks

Python 1.02 k

8 个月前

tsinghua-fib-lab / GNN-Recommender-Systems

An index of recommendation algorithms that are based on Graph Neural Networks. (TORS)

gnn graph-neural-networks gcn graph-convolutional-networks recommendation-system recommendation recommendation-algorithms recommender-system graph-representation-learning information-retrieval

1.02 k

2 年前

IndexFziQ / GNN4NLP-Papers

#自然语言处理#A list of recent papers about Graph Neural Network methods applied in NLP areas.

graph-neural-network 自然语言处理 graph-convolutional-networks question-answering knowledge-graph knowledge-representation paper-list

905

2 年前

yueliu1999 / Awesome-Deep-Graph-Clustering

#计算机科学#Awesome Deep Graph Clustering is a collection of SOTA, novel deep graph clustering methods (papers, codes, and datasets).

graph-neural-networks self-supervised-learning representation-learning surveys data-mining 深度学习 graph-convolutional-networks graph-embedding network-embedding gcn 机器学习 clustering

Python 868

2 个月前

shubhomoydas / ad_examples

#时序数据库#A collection of anomaly detection methods (iid/point-based, graph and time series) including active learning for anomaly detection/discovery, bayesian rule-mining, description for diversity/explanatio...

ensemble-learning active-learning anomaly-detection rnn lstm interpretability time-series timeseries trees autoencoder streaming concept-drift Generative Adversarial Network graph-convolutional-networks adversarial-attacks

Python 854

10 个月前

benedekrozemberczki / ClusterGCN

#计算机科学#A PyTorch implementation of "Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks" (KDD 2019).

gcn graph-convolution graph-neural-networks graph-convolutional-networks deepwalk node2vec PyTorch graphsage graph2vec community-detection clustering graph-clustering 神经网络深度学习 louvain

Python 795

2 年前

svjan5 / GNNs-for-NLP

#计算机科学#Tutorial: Graph Neural Networks for Natural Language Processing at EMNLP 2019 and CODS-COMAD 2020

翻译 - EMNLP 2019的图神经网络用于自然语言处理教程

graph-convolutional-networks 深度学习教程 emnlp2019 Tensorflow PyTorch

Python 784

2 年前

safe-graph / DGFraud

#计算机科学#A Deep Graph-based Toolbox for Fraud Detection

fraud-detection fraud-prevention anomaly-detection graph-algorithms 机器学习 Open Source toolkit datamining datascience financial-engineering 安全 outlier-detection graph graph-convolutional-networks graph-neural-networks

Python 714

3 年前

Mariewelt / OpenChem

#计算机科学#OpenChem: Deep Learning toolkit for Computational Chemistry and Drug Design Research

computational-chemistry computational-biology 深度学习深度神经网络 graph-convolutional-networks drug-discovery predictive-modeling 机器学习 PyTorch

Python 695

1 年前