An open API service indexing awesome lists of open source software.

"graph-neural-networks" Awesome Lists

Awesome-FL

Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)

artificial-intelligence awesome computer-vision data-mining database deep-learning efficiency federated-learning federated-learning-framework graph

1,815 stars
203 forks
2,808 projects

Last updated: 13 Sep 2025

awesome-self-supervised-gnn

Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).

deep-learning graph-mining graph-neural-networks graph-self-supervised-learning machine-learning pre-training pretraining self-supervised-learning

1,687 stars
160 forks
440 projects

Last updated: 29 Sep 2025

awesome-graph-self-supervised-learning

Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"

data-augmentation deep-learning graph-neural-networks machine-learning pre-training pretext-task representation-learning self-supervised-learning transfer-learning unsupervised-learning

1,406 stars
167 forks
76 projects

Last updated: 30 Apr 2025

Awesome-Deep-Graph-Clustering

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

clustering data-mining data-mining-algorithms deep-clustering deep-learning gcn graph-convolutional-networks graph-embedding graph-neural-networks graphclustering

946 stars
147 forks
207 projects

Last updated: 14 Sep 2025

awesome-graph-transformer

Papers about graph transformers.

deep-learning graph-mining graph-neural-networks graph-transformer machine-learning transformer transformers

909 stars
77 forks
96 projects

Last updated: 26 Sep 2025

awesome-gcn

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

cv gcn graph-attention graph-attention-networks graph-neural-networks nlp

900 stars
136 forks
122 projects

Last updated: 21 Aug 2025

Awesome-GNN4TS

[TPAMI 2024] Awesome Resources of GNNs for Time Series Analysis (GNN4TS)

awesome dynamic-graphs graph-neural-networks graph-structure-learning spatial-temporal-data spatial-temporal-forecasting survey temporal-data temporal-graphs time-series

810 stars
74 forks
223 projects

Last updated: 16 Oct 2025

Awesome-DynamicGraphLearning

Awesome papers about machine learning (deep learning) on dynamic (temporal) graphs (networks / knowledge graphs).

deep-learning dynamic-graph-embedding dynamic-network-embedding graph-neural-network graph-neural-networks temporal-graph temporal-network

678 stars
87 forks
150 projects

Last updated: 22 Sep 2025

Awesome-Deep-Community-Detection

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

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

539 stars
94 forks
164 projects

Last updated: 15 Sep 2025

awesome-graph-attack-papers

Adversarial attacks and defenses on Graph Neural Networks.

adversarial-attacks adversarial-examples awesome awesome-list deep-learning defense graph graph-neural-networks literature-review machine-learning

385 stars
31 forks
86 projects

Last updated: 07 Sep 2025

awesome-llm4graph-papers

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

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

342 stars
14 forks
63 projects

Last updated: 25 Sep 2025

awesome-gnn-systems

A list of awesome GNN systems.

awesome-list awesome-papers graph-neural-networks graph-systems

328 stars
27 forks
118 projects

Last updated: 01 Oct 2025

awesome-large-graph-model

Papers about large graph models.

awesome-list graph-foundation-model graph-neural-networks large-language-models

283 stars
17 forks
87 projects

Last updated: 01 Sep 2025

graph-networks

A list of interesting graph neural networks (GNN) links with a primary interest in recommendations and tensorflow that is continually updated and refined

awesome graph-networks graph-neural-networks recommendation-system recommender-system tensorflow

278 stars
57 forks
246 projects

Last updated: 27 Sep 2025

Graph-Neural-Networks-With-Heterophily

This repository contains the resources on graph neural network (GNN) considering heterophily.

awesome datasets graph-data graph-neural-networks heterophily homophily

263 stars
22 forks
334 projects

Last updated: 09 Oct 2025

Awesome-Graph-Research-ICML2024

All graph/GNN papers accepted at the International Conference on Machine Learning (ICML) 2024.

gnn graph graph-neural-network graph-neural-networks graph-theory icml icml-2024 molecular-dynamics

220 stars
14 forks
295 projects

Last updated: 11 Sep 2025

awesome-graph-ood

Papers about out-of-distribution generalization on graphs.

deep-learning graph-mining graph-neural-networks machine-learning out-of-distribution-generalization

167 stars
9 forks
73 projects

Last updated: 16 Sep 2025

awesome-graph-reduction

[IJCAI 2024] Papers about graph reduction including graph coarsening, graph condensation, graph sparsification, graph summarization, etc.

coreset-selection dataset-distillation graph-coarsening graph-neural-networks machine-learning

166 stars
14 forks
168 projects

Last updated: 27 Sep 2025

awesome-few-shot-gnn

An index of algorithms for few-shot learning/meta-learning on graphs

few-shot-learning graph-neural-networks meta-learning

156 stars
18 forks
58 projects

Last updated: 05 Sep 2025

Awesome-Fair-Graph-Learning

Paper List for Fair Graph Learning (FairGL).

fairness graph-learning graph-neural-networks

141 stars
15 forks
103 projects

Last updated: 15 Sep 2025

awesome-artificial-intelligence-research

A curated list of Artificial Intelligence (AI) Research, tracks the cutting edge trending of AI research, including recommender systems, computer vision, machine learning, etc.

artificial-intelligence automl awesome-list computer-vision deep-learning detection domain-adaptation generative-adversarial-network graph-neural-networks incremental-learning

128 stars
14 forks
92 projects

Last updated: 03 Sep 2025

awesome-sslrec-papers

A Comprehensive Survey of Self-Supervised Learning for Recommendation

contrastive-learning graph-neural-networks recommendation recommender-systems self-supervised-learning

119 stars
6 forks
177 projects

Last updated: 11 Sep 2025

awesome-foundation-models-on-graphs

A collection of graph foundation models including papers, codes, and datasets.

data-augmentation deep-learning few-shot-learning foundation-models graph-classification graph-foundation-model graph-neural-networks graph-representation-learning knowlege-graph link-prediction

115 stars
10 forks
242 projects

Last updated: 12 Oct 2025

awesome-graph-research-iclr2024

It is a comprehensive resource hub compiling all graph papers accepted at the International Conference on Learning Representations (ICLR) in 2024.

artificial-intelligence awesome awesome-list awesome-lists deep-learning deep-neural-networks equivariant-network gnn grap-clustering graph

98 stars
7 forks
34 projects

Last updated: 05 Sep 2025

awesome-auto-graph-learning

A paper collection about automated graph learning

automl deep-learning graph graph-neural-networks hyper-parameter-optimization machine-learning neural-architecture-search

97 stars
7 forks
123 projects

Last updated: 04 Sep 2025

awesome-imbalanced-learning-on-graphs

A repository contains a collection of resources and papers on Imbalance Learning On Graphs

graph-neural-networks imbalanced-learning robust-machine-learning

92 stars
11 forks
50 projects

Last updated: 05 Sep 2025

Awesome-Temporal-Graph-Learning

Awesome Temporal Graph Learning is a collection of SOTA, novel temporal graph learning methods (papers, codes, and datasets).

dynamic-graph graph-embedding graph-neural-networks network-embedding network-representation-learning temporal-graph-learning temporal-graphs temporal-networks

78 stars
4 forks
33 projects

Last updated: 15 Sep 2025

Awesome-Literature-ILoGs

Awesome literature on imbalanced learning on graphs

awesome graph-neural-networks graph-representation-learning imbalanced-learning imbalanced-learning-on-graphs

74 stars
10 forks
320 projects

Last updated: 05 Sep 2025

awesome-graph-representation-learning

A curated list of awesome graph representation learning.

adversarial-learning awesome-list graph graph-convolutional-networks graph-embedding graph-mining graph-neural-networks graph-representation-learning

69 stars
6 forks
32 projects

Last updated: 20 Feb 2025

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