| Unsupervised Optimisation of GNNs for Node Clustering | Feb 12, 2024 | Clusteringgraph partitioning | —Unverified | 0 |
| A Contrastive Variational Graph Auto-Encoder for Node Clustering | Dec 28, 2023 | ClusteringContrastive Learning | CodeCode Available | 0 |
| 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 |
| 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 |
| Commonsense Knowledge Graph Completion Via Contrastive Pretraining and Node Clustering | May 26, 2023 | ClusteringContrastive Learning | CodeCode Available | 0 |
| Clustering of Time-Varying Graphs Based on Temporal Label Smoothness | May 11, 2023 | ClusteringFunctional Connectivity | —Unverified | 0 |
| PGB: A PubMed Graph Benchmark for Heterogeneous Network Representation Learning | May 4, 2023 | ArticlesGraph Mining | CodeCode Available | 0 |
| 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 |
| AutoAC: Towards Automated Attribute Completion for Heterogeneous Graph Neural Network | Jan 8, 2023 | AttributeGraph Learning | CodeCode Available | 0 |
| 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-Granularity Graph Pooling for Video-based Person Re-Identification | Sep 23, 2022 | Node ClusteringPerson Re-Identification | —Unverified | 0 |
| Hub-aware Random Walk Graph Embedding Methods for Classification | Sep 15, 2022 | ClassificationGraph Embedding | —Unverified | 0 |
| Hierarchical Graph Pooling is an Effective Citywide Traffic Condition Prediction Model | Sep 8, 2022 | DiversityNode Clustering | —Unverified | 0 |
| Grouping-matrix based Graph Pooling with Adaptive Number of Clusters | Sep 7, 2022 | Binary ClassificationMolecular Property Prediction | —Unverified | 0 |
| Geometry Contrastive Learning on Heterogeneous Graphs | Jun 25, 2022 | Contrastive LearningNode Classification | CodeCode Available | 0 |
| NAFS: A Simple yet Tough-to-beat Baseline for Graph Representation Learning | Jun 17, 2022 | Graph Representation LearningLink Prediction | CodeCode Available | 0 |
| Semi-Supervised Graph Learning Meets Dimensionality Reduction | Mar 23, 2022 | ClusteringDimensionality Reduction | CodeCode Available | 0 |
| Learning Asymmetric Embedding for Attributed Networks via Convolutional Neural Network | Feb 13, 2022 | Graph Neural NetworkLink Prediction | —Unverified | 0 |
| Scalable Deep Graph Clustering with Random-walk based Self-supervised Learning | Dec 31, 2021 | ClusteringDeep Clustering | —Unverified | 0 |
| Transformation of Node to Knowledge Graph Embeddings for Faster Link Prediction in Social Networks | Nov 17, 2021 | Knowledge Graph EmbeddingsLink Prediction | CodeCode Available | 0 |
| Wasserstein Adversarially Regularized Graph Autoencoder | Nov 9, 2021 | ClusteringLink Prediction | CodeCode Available | 0 |
| Network Representation Learning: From Preprocessing, Feature Extraction to Node Embedding | Oct 14, 2021 | Graph MiningKnowledge Graphs | —Unverified | 0 |
| Scalable Hierarchical Embeddings of Complex Networks | Sep 29, 2021 | ClusteringGraph Embedding | —Unverified | 0 |
| HeMI: Multi-view Embedding in Heterogeneous Graphs | Sep 14, 2021 | ClusteringLink Prediction | CodeCode Available | 0 |
| HMSG: Heterogeneous Graph Neural Network based on Metapath Subgraph Learning | Sep 7, 2021 | AttributeGraph Neural Network | —Unverified | 0 |
| Heterogeneous Graph Neural Network with Multi-view Representation Learning | Aug 31, 2021 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| Adaptive Label Smoothing To Regularize Large-Scale Graph Training | Aug 30, 2021 | Node Clustering | —Unverified | 0 |
| ROD: Reception-aware Online Distillation for Sparse Graphs | Jul 25, 2021 | ClusteringGraph Learning | CodeCode Available | 0 |
| On Generalization of Graph Autoencoders with Adversarial Training | Jul 6, 2021 | Anomaly DetectionClustering | CodeCode Available | 0 |
| Asymptotics of Network Embeddings Learned via Subsampling | Jul 6, 2021 | Link PredictionNode Classification | CodeCode Available | 0 |
| CoANE: Modeling Context Co-occurrence for Attributed Network Embedding | Jun 17, 2021 | AttributeClustering | —Unverified | 0 |
| DIGRAC: Digraph Clustering Based on Flow Imbalance | Jun 9, 2021 | ClusteringGraph Clustering | CodeCode Available | 0 |
| Free Energy Node Embedding via Generalized Skip-gram with Negative Sampling | May 19, 2021 | ClusteringGPU | CodeCode Available | 0 |
| Seeing All From a Few: Nodes Selection Using Graph Pooling for Graph Clustering | Apr 30, 2021 | AllClustering | —Unverified | 0 |
| Node Embedding using Mutual Information and Self-Supervision based Bi-level Aggregation | Apr 27, 2021 | Node Clustering | CodeCode Available | 0 |
| Unsupervised Deep Manifold Attributed Graph Embedding | Apr 27, 2021 | ClusteringGraph Embedding | CodeCode Available | 0 |
| Variational Co-embedding Learning for Attributed Network Clustering | Apr 15, 2021 | AttributeClustering | —Unverified | 0 |
| Deepened Graph Auto-Encoders Help Stabilize and Enhance Link Prediction | Mar 21, 2021 | BenchmarkingClustering | CodeCode Available | 0 |
| Weighted Graph Nodes Clustering via Gumbel Softmax | Feb 22, 2021 | ClusteringGraph Clustering | —Unverified | 0 |
| LIME: Low-Cost and Incremental Learning for Dynamic Heterogeneous Information Networks | Feb 11, 2021 | Anomaly DetectionFraud Detection | CodeCode Available | 0 |
| Dissecting graph measures performance for node clustering in LFR parameter space | Jan 1, 2021 | ClusteringNode Clustering | —Unverified | 0 |