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"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

1,685 stars
196 forks
2,468 projects

Last updated: 23 Apr 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

1,659 stars
161 forks
440 projects

Last updated: 07 Apr 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

1,401 stars
167 forks
76 projects

Last updated: 08 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

897 stars
139 forks
201 projects

Last updated: 19 Apr 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

891 stars
135 forks
122 projects

Last updated: 02 Apr 2025

awesome-graph-transformer

Papers about graph transformers.

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

865 stars
74 forks
96 projects

Last updated: 10 Apr 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

638 stars
84 forks
149 projects

Last updated: 15 Apr 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

526 stars
95 forks
164 projects

Last updated: 07 Apr 2025

Awesome-GNN4TS

📈 Awesome resources related to GNNs for Time Series Analysis (GNN4TS) 🔥 https://arxiv.org/abs/2307.03759

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

444 stars
44 forks
223 projects

Last updated: 17 May 2024

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

380 stars
31 forks
86 projects

Last updated: 31 Mar 2025

awesome-gnn-systems

A list of awesome GNN systems.

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

311 stars
26 forks
118 projects

Last updated: 17 Apr 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
58 forks
246 projects

Last updated: 25 Mar 2025

awesome-large-graph-model

Papers about large graph models.

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

278 stars
18 forks
87 projects

Last updated: 15 Apr 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

249 stars
21 forks
334 projects

Last updated: 19 Apr 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

200 stars
14 forks
295 projects

Last updated: 17 Apr 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: 07 Apr 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

148 stars
10 forks
161 projects

Last updated: 18 Apr 2025

Awesome-Fair-Graph-Learning

Paper List for Fair Graph Learning (FairGL).

fairness graph-learning graph-neural-networks

136 stars
14 forks
103 projects

Last updated: 31 Mar 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

122 stars
15 forks
92 projects

Last updated: 14 Mar 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

121 stars
15 forks
54 projects

Last updated: 22 May 2024

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

96 stars
7 forks
123 projects

Last updated: 06 Apr 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

89 stars
6 forks
34 projects

Last updated: 13 Apr 2025

Awesome-Literature-ILoGs

Awesome literature on imbalanced learning on graphs

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

75 stars
9 forks
320 projects

Last updated: 13 Feb 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

72 stars
8 forks
48 projects

Last updated: 17 May 2024

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

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

68 stars
4 forks
30 projects

Last updated: 06 Apr 2025

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representation-learning 17 cheatsheet 17 containers 17 statistics 17 networking 16 aigc 16 image-processing 16 foundation-models 16 analytics 16 data-structures 16 microservices 16 learning-resources 16 webgl 16 stable-diffusion 16 bert 16 optimization 16 mlops 16 articles 16 resource 16 distributed-systems 15 monitoring 15 pentest 15 ros 15 technology 15 cloud-native 15 software-development 15 graphics 15 big-data 15 autonomous-vehicles 15 devsecops 15 detection 15 transformers 15 reverse-engineering 15 nerf 15 seo 14 prompt 14 icons 14 data-engineering 14 mac 14 multimodal-deep-learning 14 dart 14 telegram 14 performance 14 selfhosted 14 speech-recognition 14 recommender-system 14 android-library 14 terminal 14 animation 14 vuejs 14 mysql 14 react-components 14 node 14 backend 14 readme 14 webassembly 14 android-development 14 guide 13 p2p 13 generative-adversarial-network 13 gis 13 remote-sensing 13 mcp 13 podcast 13 dotnet-core 13 elasticsearch 13 finance 13 command-line 13 evm 13 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