graph-representation-learning

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naganandy /graph-based-deep-learning-literature

Star5k

links to conference publications in graph-based deep learning

deep-learning graph neural-networks graph-convolutional-networks graph-neural-networks graph-representation-learning conference-publications

UpdatedDec 14, 2025
Jupyter Notebook

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

graphdeeplearning /benchmarking-gnns

Star2.6k

Repository for benchmarking graph neural networks (JMLR 2023)

deep-learning pytorch benchmark-framework graph-neural-networks graph-representation-learning dgl graph-deep-learning

UpdatedJun 22, 2023
Jupyter Notebook

Accenture /AmpliGraph

Star2.2k

Python library for Representation Learning on Knowledge Graphshttps://docs.ampligraph.org

machine-learning knowledge-graph representation-learning relational-learning graph-embeddings knowledge-graph-embeddings graph-representation-learning

UpdatedNov 22, 2024
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

tsinghua-fib-lab /GNN-Recommender-Systems

Star1.1k

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

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

UpdatedDec 17, 2022

snap-stanford /pretrain-gnns

Star1k

Strategies for Pre-training Graph Neural Networks

graph-neural-networks graph-representation-learning

UpdatedJul 29, 2023
Python

PyGCL /PyGCL

Star960

PyGCL: A PyTorch Library for Graph Contrastive Learning

machine-learning graph-representation-learning contrastive-learning graph-contrastive-learning

UpdatedJul 11, 2024
Python

acbull /pyHGT

Star886

Code for "Heterogeneous Graph Transformer" (WWW'20), which is based on pytorch_geometric

transformer heterogeneous-network network-embedding graph-neural-networks graph-representation-learning

UpdatedDec 20, 2023
Python

rampasek /GraphGPS

Star809

Recipe for a General, Powerful, Scalable Graph Transformer

long-range-dependence graph-representation-learning graph-neural-network graph-transformer

UpdatedJul 4, 2024
Python

daiquocnguyen /Graph-Transformer

Star678

Universal Graph Transformer Self-Attention Networks (TheWebConf WWW 2022) (Pytorch and Tensorflow)

text-classification transformer graph-machine-learning graph-embeddings graph-classification self-attention graph-neural-networks graph-representation-learning transformer-models node-embeddings graph-deep-learning graph-transformer

UpdatedAug 16, 2022
Python

malllabiisc /CompGCN

Star630

ICLR 2020: Composition-Based Multi-Relational Graph Convolutional Networks

deep-learning pytorch link-prediction graph-convolutional-networks graph-representation-learning relation-embeddings iclr2020

UpdatedJul 25, 2024
Python

hwwang55 /GraphGAN

Star538

A tensorflow implementation of GraphGAN (Graph Representation Learning with Generative Adversarial Nets)

generative-adversarial-net graph-representation-learning

UpdatedNov 22, 2019
Python

chaitjo /efficient-gnns

Star536

Code and resources on scalable and efficient Graph Neural Networks (TNNLS 2023)

knowledge-distillation graph-convolutional-networks graph-neural-networks graph-representation-learning scalable-deep-learning gnn efficient-neural-networks contrastive-learning efficient-deep-learning

UpdatedFeb 4, 2023
Python

junxia97 /awesome-pretrain-on-molecules

Star535

[IJCAI 2023 survey track]A curated list of resources for chemical pre-trained models

awesome molecule survey computational-chemistry drug-discovery transfer-learning gnns finetuning self-supervised-learning graph-representation-learning molecular-representation-learning drug-discovery-and-development chemical-language-models

UpdatedJun 17, 2023

acbull /GPT-GNN

Star496

Code for KDD'20 "Generative Pre-Training of Graph Neural Networks"

graph-neural-networks self-supervised-learning graph-representation-learning pre-training

UpdatedJul 25, 2024
Python

c2g-dev /city2graph

Star418

Transform geospatial relations into graph representations designed for spatial network analysis and Graph Neural Networks (GNNs).

transportation geospatial gis pytorch spatial-analysis geographical-information-system network-analysis mobility geospatial-analysis pyg graph-neural-networks geographic-data-science graph-representation-learning pytorch-geometric gnn geoai urban-morphometrics overturemaps

UpdatedDec 16, 2025
Python

benedekrozemberczki /MixHop-and-N-GCN

Sponsor

Star404

An implementation of "MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing" (ICML 2019).

machine-learning deep-learning tensorflow pytorch deepwalk convolutional-layers convolutional-neural-networks ngcn convolutional gcn node2vec pytorch-cnn graph-attention-networks multi-scale graph-representation-learning walklet graph-convolution graph-attention walklets mixhop

UpdatedNov 6, 2022
Python

SXKDZ /awesome-self-supervised-learning-for-graphs

Star388

A curated list for awesome self-supervised learning for graphs.

machine-learning deep-learning self-supervised-learning graph-representation-learning contrastive-learning

UpdatedOct 25, 2022

HKUDS /Awesome-LLM4Graph-Papers

Star360

[KDD'2024] "LLM4Graph: A Survey of Large Language Models for Graphs"

graph-algorithms graph-neural-networks graph-representation-learning large-language-models fundation-models graph-fundation-models

UpdatedMar 15, 2025

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