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benedekrozemberczki / awesome-graph-classification

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

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

4793

736

3 年前

alibaba / Alink

Alink is the Machine Learning algorithm platform based on Flink, developed by the PAI team of Alibaba computing platform.

机器学习 flink classification clustering regression graph-algorithms xgboost recommender recommender-system feature-engineering 统计 kafka data-mining apriori word2vec fm graph-embedding

Java

3611

794

1 年前

alibaba / euler

A distributed graph deep learning framework.

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

C++

2899

558

2 年前

benedekrozemberczki / pytorch_geometric_temporal

PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)

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

2874

400

16 天前

benedekrozemberczki / karateclub

Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)

community-detection graph-clustering deepwalk networkx louvain network-science 机器学习 unsupervised-learning gcn node2vec graph2vec supervised-learning scikit-learn graph-embedding network-embedding node-embedding

Python

2248

254

1 年前

THUDM / CogDL

CogDL: A Comprehensive Library for Graph Deep Learning (WWW 2023)

graph-neural-networks PyTorch graph-embedding leaderboard

Python

1800

309

2 年前

palash1992 / GEM

graph-embedding graph-embeddings network-embedding network-visualization

Python

1282

363

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

1215

230

6 个月前

yueliu1999 / Awesome-Deep-Graph-Clustering

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

951

150

5 个月前

benedekrozemberczki / graph2vec

A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).

graph2vec subgraph2vec graph-wavelet graph-embedding node-embedding deepwalk word2vec node2vec struc2vec weisfeiler-lehman Kernel matrix-factorization 机器学习 unsupervised-learning transformer

Python

926

170

3 年前

benedekrozemberczki / SimGNN

A PyTorch implementation of "SimGNN: A Neural Network Approach to Fast Graph Similarity Computation" (WSDM 2019).

graph-edit-distance ged graph-similarity gcn graph-convolution tensor-network Tensorflow PyTorch 神经网络深度学习机器学习 attention-mechanism scikit-learn graph-embedding network-embedding gnn

Python

797

152

3 年前

benedekrozemberczki / littleballoffur

Little Ball of Fur - A graph sampling extension library for NetworKit and NetworkX (CIKM 2020)

graph random-walk node-embedding network-embedding graph-embedding sampling network-science 深度学习机器学习 graph-algorithms networkx

Python

712

2 年前

benedekrozemberczki / datasets

A repository of pretty cool datasets that I collected for network science and machine learning research.

network-science network-analysis 数据科学机器学习 gcn graph-embedding network-embedding community-detection graph-convolution node-embedding graph-neural-network gnn dimensionality-reduction deepwalk node2vec graph2vec benchmark dataset

641

2 年前

cvxgrp / pymde

Minimum-distortion embedding with PyTorch

embedding visualization 机器学习 dimensionality-reduction graph-embedding PyTorch CUDA gpu

Python

560

3 个月前

FanzhenLiu / Awesome-Deep-Community-Detection

Deep and conventional community detection related papers, implementations, datasets, and tools.

community-detection graph-neural-network 深度学习深度神经网络 graph-clustering survey network-embedding graph-embedding Awesome Lists data-mining graph-neural-networks

539

1 个月前

marlin-codes / Awesome-Hyperbolic-Representation-and-Deep-Learning

Paper list about hyperbolic embedding, hyperbolic models,hyperbolic applications

representation-learning graph-neural-networks graph-embedding knowledge-graph network-embedding recommender-system

522

2 个月前

mengfeizhang820 / Paperlist-for-Recommender-Systems

Recommender Systems Paperlist that I am interested in

recommender-systems sequential-recommendation ctr-prediction embeddings graph-embedding collaborative-filtering

450

4 年前

Jhy1993 / Representation-Learning-on-Heterogeneous-Graph

Representation-Learning-on-Heterogeneous-Graph

network-embedding representation-learning graph-neural-network 深度学习机器学习 graph-embedding

444

6 年前

benedekrozemberczki / APPNP

A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).

gcn PyTorch graph-neural-network research 机器学习深度学习 deepwalk node2vec attention graph-embedding node-embedding iclr 深度神经网络 network-embedding

Python

370

3 年前

aravindsankar28 / DySAT

Representation learning on dynamic graphs using self-attention networks

self-attention graph-neural-network graph-embedding

Python

299

3 年前