| 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 |
| MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian | Sep 1, 2022 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| A Representation Learning Framework for Property Graphs | Jun 27, 2022 | Graph EmbeddingGraph Representation Learning | CodeCode Available | 1 |
| 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 |
| Heterformer: Transformer-based Deep Node Representation Learning on Heterogeneous Text-Rich Networks | May 20, 2022 | ClusteringGraph Attention | CodeCode Available | 1 |
| Semi-Supervised Graph Learning Meets Dimensionality Reduction | Mar 23, 2022 | ClusteringDimensionality Reduction | CodeCode Available | 0 |
| Dissecting graph measure performance for node clustering in LFR parameter space | Feb 20, 2022 | ClusteringNode Clustering | CodeCode Available | 1 |
| 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 |
| SSSNET: Semi-Supervised Signed Network Clustering | Oct 13, 2021 | Cloud RemovalClustering | CodeCode Available | 1 |
| 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 |
| RAMA: A Rapid Multicut Algorithm on GPU | Sep 4, 2021 | 3D Instance SegmentationClustering | CodeCode Available | 1 |
| 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 |
| Rethinking Graph Auto-Encoder Models for Attributed Graph Clustering | Jul 19, 2021 | ClusteringGraph Clustering | CodeCode Available | 1 |
| A Survey on Role-Oriented Network Embedding | Jul 18, 2021 | ClusteringGraph Mining | CodeCode Available | 1 |
