| Multi-Granular Attention based Heterogeneous Hypergraph Neural Network | May 7, 2025 | Graph Representation LearningNode Classification | —Unverified | 0 |
| Mitigating Degree Bias in Graph Representation Learning with Learnable Structural Augmentation and Structural Self-Attention | Apr 21, 2025 | FairnessGraph Representation Learning | CodeCode Available | 1 |
| Adjusted Count Quantification Learning on Graphs | Mar 12, 2025 | Node Clustering | —Unverified | 0 |
| THESAURUS: Contrastive Graph Clustering by Swapping Fused Gromov-Wasserstein Couplings | Dec 16, 2024 | ClusteringGraph Clustering | —Unverified | 0 |
| Scalable Deep Metric Learning on Attributed Graphs | Nov 20, 2024 | Contrastive LearningGraph Embedding | —Unverified | 0 |
| TDGCN-Based Mobile Multiuser Physical-Layer Authentication for EI-Enabled IIoT | Nov 13, 2024 | Node Clustering | —Unverified | 0 |
| Clustering Based on Density Propagation and Subcluster Merging | Nov 4, 2024 | ClusteringNode Clustering | —Unverified | 0 |
| G-SPARC: SPectral ARchitectures tackling the Cold-start problem in Graph learning | Nov 3, 2024 | Graph LearningLink Prediction | —Unverified | 0 |
| Geographical Node Clustering and Grouping to Guarantee Data IIDness in Federated Learning | Oct 21, 2024 | ClusteringFederated Learning | —Unverified | 0 |
| Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention | Oct 9, 2024 | Graph LearningNode Clustering | CodeCode Available | 1 |
| A Versatile Framework for Attributed Network Clustering via K-Nearest Neighbor Augmentation | Aug 10, 2024 | AttributeClustering | CodeCode Available | 0 |
| Bootstrap Latents of Nodes and Neighbors for Graph Self-Supervised Learning | Aug 9, 2024 | Contrastive LearningNode Classification | CodeCode Available | 0 |
| HHGT: Hierarchical Heterogeneous Graph Transformer for Heterogeneous Graph Representation Learning | Jul 18, 2024 | Graph Representation LearningNode Clustering | —Unverified | 0 |
| GraphFM: A Comprehensive Benchmark for Graph Foundation Model | Jun 12, 2024 | GPUGraph Neural Network | CodeCode Available | 0 |
| HeNCler: Node Clustering in Heterophilous Graphs through Learned Asymmetric Similarity | May 27, 2024 | ClusteringNode Clustering | —Unverified | 0 |
| Cluster-based Graph Collaborative Filtering | Apr 16, 2024 | ClusteringCollaborative Filtering | CodeCode Available | 0 |
| Graph Parsing Networks | Feb 22, 2024 | Graph ClassificationGraph Reconstruction | CodeCode Available | 1 |
| Unsupervised Optimisation of GNNs for Node Clustering | Feb 12, 2024 | Clusteringgraph partitioning | —Unverified | 0 |
| Mitigating Degree Biases in Message Passing Mechanism by Utilizing Community Structures | Dec 28, 2023 | Node ClassificationNode Clustering | CodeCode Available | 1 |
| A Contrastive Variational Graph Auto-Encoder for Node Clustering | Dec 28, 2023 | ClusteringContrastive Learning | CodeCode Available | 0 |
| Contrastive Deep Nonnegative Matrix Factorization for Community Detection | Nov 4, 2023 | Community DetectionContrastive Learning | CodeCode Available | 1 |
| Community Detection Guarantees Using Embeddings Learned by Node2Vec | Oct 26, 2023 | ClusteringCommunity Detection | —Unverified | 0 |
| Generative and Contrastive Paradigms Are Complementary for Graph Self-Supervised Learning | Oct 24, 2023 | Contrastive LearningGraph Classification | —Unverified | 0 |
| General Graph Random Features | Oct 7, 2023 | Node Clustering | CodeCode Available | 0 |
| Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity | Aug 18, 2023 | Graph ClassificationGraph Representation Learning | CodeCode Available | 1 |
| CONVERT:Contrastive Graph Clustering with Reliable Augmentation | Aug 17, 2023 | ClusteringContrastive Learning | CodeCode Available | 1 |
| SR-HGN: semantic- and relation-aware heterogeneous graph neural network | Aug 15, 2023 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Latent Random Steps as Relaxations of Max-Cut, Min-Cut, and More | Aug 12, 2023 | ClusteringNode Clustering | —Unverified | 0 |
| Curvature-based Clustering on Graphs | Jul 19, 2023 | ClusteringCommunity Detection | —Unverified | 0 |
| HAGNN: Hybrid Aggregation for Heterogeneous Graph Neural Networks | Jul 4, 2023 | Link PredictionNode Classification | —Unverified | 0 |
| CARL-G: Clustering-Accelerated Representation Learning on Graphs | Jun 12, 2023 | ClusteringContrastive Learning | —Unverified | 0 |
| arXiv4TGC: Large-Scale Datasets for Temporal Graph Clustering | Jun 8, 2023 | ClusteringGraph Clustering | CodeCode Available | 0 |
| Classification of Edge-dependent Labels of Nodes in Hypergraphs | Jun 5, 2023 | ClassificationNode Clustering | CodeCode Available | 1 |
| Commonsense Knowledge Graph Completion Via Contrastive Pretraining and Node Clustering | May 26, 2023 | ClusteringContrastive Learning | CodeCode Available | 0 |
| Deep Temporal Graph Clustering | May 18, 2023 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Clustering of Time-Varying Graphs Based on Temporal Label Smoothness | May 11, 2023 | ClusteringFunctional Connectivity | —Unverified | 0 |
| CSGCL: Community-Strength-Enhanced Graph Contrastive Learning | May 8, 2023 | AttributeContrastive Learning | CodeCode Available | 1 |
| PGB: A PubMed Graph Benchmark for Heterogeneous Network Representation Learning | May 4, 2023 | ArticlesGraph Mining | CodeCode Available | 0 |
| Semantic-Fused Multi-Granularity Cross-City Traffic Prediction | Feb 23, 2023 | Graph structure learningManagement | CodeCode Available | 1 |
| Eagle: Large-Scale Learning of Turbulent Fluid Dynamics with Mesh Transformers | Feb 16, 2023 | Node Clustering | CodeCode Available | 1 |
| USER: Unsupervised Structural Entropy-based Robust Graph Neural Network | Feb 12, 2023 | Graph Neural NetworkLink Prediction | CodeCode Available | 0 |
| Deep Graph-Level Clustering Using Pseudo-Label-Guided Mutual Information Maximization Network | Feb 5, 2023 | ClusteringGraph Classification | —Unverified | 0 |
| Scalable Attributed-Graph Subspace Clustering | Feb 1, 2023 | ClusteringNode Clustering | CodeCode Available | 1 |
| AutoAC: Towards Automated Attribute Completion for Heterogeneous Graph Neural Network | Jan 8, 2023 | AttributeGraph Learning | CodeCode Available | 0 |
| Heterogeneous Graph Contrastive Learning with Meta-path Contexts and Adaptively Weighted Negative Samples | Dec 28, 2022 | Contrastive LearningNode Clustering | CodeCode Available | 1 |
| GraphLearner: Graph Node Clustering with Fully Learnable Augmentation | Dec 7, 2022 | AttributeClustering | CodeCode Available | 0 |
| Meta-node: A Concise Approach to Effectively Learn Complex Relationships in Heterogeneous Graphs | Oct 26, 2022 | Contrastive LearningGraph Learning | —Unverified | 0 |
| HCL: Improving Graph Representation with Hierarchical Contrastive Learning | Oct 21, 2022 | Contrastive LearningGraph Classification | —Unverified | 0 |
| Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization | Oct 5, 2022 | Link PredictionNode Classification | CodeCode Available | 1 |
| Multi-Granularity Graph Pooling for Video-based Person Re-Identification | Sep 23, 2022 | Node ClusteringPerson Re-Identification | —Unverified | 0 |