"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
awesome-graph-self-supervised-learning-based-recommendation
A curated list of awesome graph & self-supervised-learning-based recommendation.
contrastive-learning deep-learning graph-based-recommendation graph-neural-networks knowledge-graph-for-recommendation machine-learning recommendation-system self-supervised-learning
48 stars
6 forks
58 projects
Last updated: 16 Jul 2024
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
4 stars
0 forks
226 projects
Last updated: 13 Apr 2025