graph-embedding

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benedekrozemberczki /awesome-graph-classification

Sponsor

Star4.8k

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

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

UpdatedMar 18, 2023
Python

alibaba /Alink

Star3.6k

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

machine-learning data-mining statistics kafka graph-algorithms clustering word2vec regression xgboost classification recommender recommender-system apriori feature-engineering flink fm flink-ml graph-embedding flink-machine-learning

UpdatedJun 7, 2024
Java

benedekrozemberczki /pytorch_geometric_temporal

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Star2.9k

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

deep-learning network-science pytorch temporal-networks spatial-analysis spatial-data spatiotemporal network-embedding spatio-temporal-analysis graph-convolutional-networks gcn spatio-temporal-data temporal-data graph-embedding graph-neural-networks node-embedding graph-convolution gnn temporal-graphs

UpdatedSep 18, 2025
Python

alibaba /euler

Star2.9k

A distributed graph deep learning framework.

deep-learning graph network-embedding random-walk graph-convolutional-networks gcn node2vec graph-embedding graph-learning graphsage graph-neural-networks ggnn

UpdatedAug 19, 2023
C++

benedekrozemberczki /karateclub

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Star2.3k

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

machine-learning sklearn community-detection network-science deepwalk networkx supervised-learning louvain unsupervised-learning network-embedding scikit label-propagation gcn graph-clustering node2vec networkx-graph graph-embedding graph2vec node-embedding 2vec

UpdatedJul 17, 2024
Python

THUDM /CogDL

Star1.8k

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

leaderboard pytorch link-prediction graph-embedding graph-classification node-classification graph-neural-networks gnn-model

UpdatedFeb 1, 2024
Python

palash1992 /GEM

Star1.3k

network-visualization network-embedding link-prediction graph-embeddings graph-embedding

UpdatedNov 5, 2023
Python

dsgiitr /graph_nets

Star1.2k

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

pytorch deepwalk graph-convolutional-networks graph-embedding graph-attention-networks chebyshev-polynomials graph-representation-learning node-embedding graph-sage

UpdatedMar 28, 2025
Jupyter Notebook

yueliu1999 /Awesome-Deep-Graph-Clustering

Star979

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

machine-learning data-mining deep-learning clustering surveys representation-learning data-mining-algorithms network-embedding graph-convolutional-networks gcn graph-embedding graph-neural-networks self-supervised-learning deep-clustering graphclustering

UpdatedMay 6, 2025
Python

benedekrozemberczki /graph2vec

Sponsor

Star927

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

machine-learning kernel word2vec deepwalk matrix-factorization transformer unsupervised-learning graph-kernel node2vec weisfeiler-lehman noise-contrastive-estimation graph-embedding graph2vec subgraph2vec graph-wavelet node-embedding struc2vec implicit-matrix-factorization diff2vec gemsec

UpdatedNov 6, 2022
Python

benedekrozemberczki /SimGNN

Sponsor

Star805

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

machine-learning deep-learning neural-network tensorflow sklearn pytorch attention-mechanism network-embedding wsdm ged gcn graph-embedding graph-classification tensor-network graph-similarity graph-convolution graph-attention gnn graph-edit-distance simgnn

UpdatedJan 12, 2023
Python

benedekrozemberczki /littleballoffur

Sponsor

Star713

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

machine-learning deep-learning graph graph-algorithms network-science networkx sampling network-embedding random-walk metropolis-hastings minimum-spanning-tree graph-embedding forest-fire graph-sampling network-analytics node-embedding graph-sparsification community-structure network-sampling

UpdatedFeb 6, 2024
Python

benedekrozemberczki /datasets

Sponsor

Star645

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

data-science benchmark machine-learning community-detection network-science deepwalk dataset dimensionality-reduction network-analysis network-embedding link-prediction gcn node2vec graph-embedding node-classification graph2vec node-embedding graph-convolution gnn graph-neural-network

UpdatedMar 16, 2024

cvxgrp /pymde

Star566

Minimum-distortion embedding with PyTorch

visualization machine-learning gpu cuda pytorch dimensionality-reduction embedding graph-embedding feature-vectors

UpdatedJul 1, 2025
Python

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

Star547

Paper list about hyperbolic embedding, hyperbolic models,hyperbolic applications

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

UpdatedAug 17, 2025

FanzhenLiu /Awesome-Deep-Community-Detection

Star542

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

data-mining awesome deep-learning community-detection survey network-embedding graph-clustering graph-embedding deep-neural-network graph-neural-networks network-representation-learning graph-neural-network

UpdatedSep 4, 2025

mengfeizhang820 /Paperlist-for-Recommender-Systems

Star449

Recommender Systems Paperlist that I am interested in

embeddings collaborative-filtering recommender-systems ctr-prediction graph-embedding neural-collaborative-filtering sequential-recommendation knowledge-graph-for-recommendation industry-recommendations session-based-recommendation

UpdatedJul 29, 2021

Jhy1993 /Representation-Learning-on-Heterogeneous-Graph

Star445

Representation-Learning-on-Heterogeneous-Graph

machine-learning deep-learning representation-learning network-embedding graph-embedding heterogeneous-information-networks network-representation-learning graph-neural-network heterogeneous-graph

UpdatedMar 13, 2020

benedekrozemberczki /APPNP

Sponsor

Star369

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

machine-learning deep-neural-networks research deep-learning pagerank pytorch deepwalk attention network-embedding gcn iclr node2vec graph-embedding graph-classification node-embedding graph-attention graph-convolutional-neural-networks graph-neural-network ppnp appnp

UpdatedNov 6, 2022
Python

aravindsankar28 /DySAT

Star306

Representation learning on dynamic graphs using self-attention networks

graph-embedding self-attention dynamic-graphs graph-neural-network

UpdatedMar 24, 2023
Python

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graph-embedding

Here are 206 public repositories matching this topic...

benedekrozemberczki /awesome-graph-classification

alibaba /Alink

benedekrozemberczki /pytorch_geometric_temporal

alibaba /euler

benedekrozemberczki /karateclub

THUDM /CogDL

palash1992 /GEM

dsgiitr /graph_nets

yueliu1999 /Awesome-Deep-Graph-Clustering

benedekrozemberczki /graph2vec

benedekrozemberczki /SimGNN

benedekrozemberczki /littleballoffur

benedekrozemberczki /datasets

cvxgrp /pymde

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

FanzhenLiu /Awesome-Deep-Community-Detection

mengfeizhang820 /Paperlist-for-Recommender-Systems

Jhy1993 /Representation-Learning-on-Heterogeneous-Graph

benedekrozemberczki /APPNP

aravindsankar28 /DySAT

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