| Keep It Simple: Graph Autoencoders Without Graph Convolutional Networks | Oct 2, 2019 | ClusteringLink Prediction | CodeCode Available | 1 | 5 |
| Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention | Oct 9, 2024 | Graph LearningNode Clustering | CodeCode Available | 1 | 5 |
| MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding | Feb 5, 2020 | ClusteringDiversity | CodeCode Available | 1 | 5 |
| Mitigating Degree Biases in Message Passing Mechanism by Utilizing Community Structures | Dec 28, 2023 | Node ClassificationNode Clustering | CodeCode Available | 1 | 5 |
| Graph Parsing Networks | Feb 22, 2024 | Graph ClassificationGraph Reconstruction | CodeCode Available | 1 | 5 |
| Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity | Aug 18, 2023 | Graph ClassificationGraph Representation Learning | CodeCode Available | 1 | 5 |
| Contrastive Deep Nonnegative Matrix Factorization for Community Detection | Nov 4, 2023 | Community DetectionContrastive Learning | CodeCode Available | 1 | 5 |
| CONVERT:Contrastive Graph Clustering with Reliable Augmentation | Aug 17, 2023 | ClusteringContrastive Learning | CodeCode Available | 1 | 5 |
| Semantic-Fused Multi-Granularity Cross-City Traffic Prediction | Feb 23, 2023 | Graph structure learningManagement | CodeCode Available | 1 | 5 |
| CSGCL: Community-Strength-Enhanced Graph Contrastive Learning | May 8, 2023 | AttributeContrastive Learning | CodeCode Available | 1 | 5 |
| A Representation Learning Framework for Property Graphs | Jun 27, 2022 | Graph EmbeddingGraph Representation Learning | CodeCode Available | 1 | 5 |
| Attributed Network Embedding via Subspace Discovery | Jan 14, 2019 | AttributeClustering | CodeCode Available | 0 | 5 |
| Commonsense Knowledge Graph Completion Via Contrastive Pretraining and Node Clustering | May 26, 2023 | ClusteringContrastive Learning | CodeCode Available | 0 | 5 |
| Attributed Graph Clustering: A Deep Attentional Embedding Approach | Jun 15, 2019 | ClusteringDecoder | CodeCode Available | 0 | 5 |
| Asymptotics of Network Embeddings Learned via Subsampling | Jul 6, 2021 | Link PredictionNode Classification | CodeCode Available | 0 | 5 |
| Fusing Structure and Content via Non-negative Matrix Factorization for Embedding Information Networks | Apr 15, 2018 | ClusteringMulti-class Classification | CodeCode Available | 0 | 5 |
| Free Energy Node Embedding via Generalized Skip-gram with Negative Sampling | May 19, 2021 | ClusteringGPU | CodeCode Available | 0 | 5 |
| Cluster-based Graph Collaborative Filtering | Apr 16, 2024 | ClusteringCollaborative Filtering | CodeCode Available | 0 | 5 |
| Is Performance of Scholars Correlated to Their Research Collaboration Patterns? | Nov 5, 2019 | Community DetectionGraph Embedding | CodeCode Available | 0 | 5 |
| LIME: Low-Cost and Incremental Learning for Dynamic Heterogeneous Information Networks | Feb 11, 2021 | Anomaly DetectionFraud Detection | CodeCode Available | 0 | 5 |
| Exploiting Node Content for Multiview Graph Convolutional Network and Adversarial Regularization | Dec 1, 2020 | Graph LearningLink Prediction | CodeCode Available | 0 | 5 |
| Heterogeneous Deep Graph Infomax | Nov 19, 2019 | ClassificationClustering | CodeCode Available | 0 | 5 |
| A Contrastive Variational Graph Auto-Encoder for Node Clustering | Dec 28, 2023 | ClusteringContrastive Learning | CodeCode Available | 0 | 5 |
| HeMI: Multi-view Embedding in Heterogeneous Graphs | Sep 14, 2021 | ClusteringLink Prediction | CodeCode Available | 0 | 5 |
| DIGRAC: Digraph Clustering Based on Flow Imbalance | Jun 9, 2021 | ClusteringGraph Clustering | CodeCode Available | 0 | 5 |
