| 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 |
| Asymptotics of Network Embeddings Learned via Subsampling | Jul 6, 2021 | Link PredictionNode Classification | CodeCode Available | 0 |
| On Generalization of Graph Autoencoders with Adversarial Training | Jul 6, 2021 | Anomaly DetectionClustering | CodeCode Available | 0 |
| CoANE: Modeling Context Co-occurrence for Attributed Network Embedding | Jun 17, 2021 | AttributeClustering | —Unverified | 0 |
| Automated Self-Supervised Learning for Graphs | Jun 10, 2021 | ClusteringNode Classification | CodeCode Available | 1 |
| 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 |
| Unsupervised Deep Manifold Attributed Graph Embedding | Apr 27, 2021 | ClusteringGraph Embedding | CodeCode Available | 0 |
| Node Embedding using Mutual Information and Self-Supervision based Bi-level Aggregation | Apr 27, 2021 | Node Clustering | CodeCode Available | 0 |
| Permutation-Invariant Variational Autoencoder for Graph-Level Representation Learning | Apr 20, 2021 | ClusteringGeneral Classification | CodeCode Available | 1 |
| Higher-Order Attribute-Enhancing Heterogeneous Graph Neural Networks | Apr 16, 2021 | AttributeClustering | CodeCode Available | 1 |
| 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 |
| Accurate Learning of Graph Representations with Graph Multiset Pooling | Feb 23, 2021 | Graph ClassificationGraph Clustering | CodeCode Available | 1 |
| 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 |
| Identity-aware Graph Neural Networks | Jan 25, 2021 | Graph ClassificationGraph Property Prediction | CodeCode Available | 2 |
| Dissecting graph measures performance for node clustering in LFR parameter space | Jan 1, 2021 | ClusteringNode Clustering | —Unverified | 0 |
| Simple Spectral Graph Convolution | Jan 1, 2021 | ClusteringNode Classification | CodeCode Available | 1 |
| Exploiting Node Content for Multiview Graph Convolutional Network and Adversarial Regularization | Dec 1, 2020 | Graph LearningLink Prediction | CodeCode Available | 0 |
| A Survey on Heterogeneous Graph Embedding: Methods, Techniques, Applications and Sources | Nov 30, 2020 | ClusteringGraph Classification | —Unverified | 0 |
| Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning | Sep 15, 2020 | ClusteringGraph Representation Learning | CodeCode Available | 1 |
| CAGNN: Cluster-Aware Graph Neural Networks for Unsupervised Graph Representation Learning | Sep 3, 2020 | ClusteringGraph Neural Network | —Unverified | 0 |
| Inverse Graph Identification: Can We Identify Node Labels Given Graph Labels? | Jul 12, 2020 | ClusteringCommunity Detection | —Unverified | 0 |
| Pre-Trained Models for Heterogeneous Information Networks | Jul 7, 2020 | ClusteringLink Prediction | —Unverified | 0 |