| 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 |