| Identity-aware Graph Neural Networks | Jan 25, 2021 | Graph ClassificationGraph Property Prediction | CodeCode Available | 2 | 5 |
| Permutation-Invariant Variational Autoencoder for Graph-Level Representation Learning | Apr 20, 2021 | ClusteringGeneral Classification | CodeCode Available | 1 | 5 |
| Higher-Order Attribute-Enhancing Heterogeneous Graph Neural Networks | Apr 16, 2021 | AttributeClustering | CodeCode Available | 1 | 5 |
| Classification of Edge-dependent Labels of Nodes in Hypergraphs | Jun 5, 2023 | ClassificationNode Clustering | CodeCode Available | 1 | 5 |
| Dissecting graph measure performance for node clustering in LFR parameter space | Feb 20, 2022 | ClusteringNode Clustering | CodeCode Available | 1 | 5 |
| RAMA: A Rapid Multicut Algorithm on GPU | Sep 4, 2021 | 3D Instance SegmentationClustering | CodeCode Available | 1 | 5 |
| MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian | Sep 1, 2022 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 | 5 |
| Scalable Attributed-Graph Subspace Clustering | Feb 1, 2023 | ClusteringNode Clustering | CodeCode Available | 1 | 5 |
| SSSNET: Semi-Supervised Signed Network Clustering | Oct 13, 2021 | Cloud RemovalClustering | CodeCode Available | 1 | 5 |
| StructPool: Structured Graph Pooling via Conditional Random Fields | May 1, 2020 | ClusteringNode Clustering | CodeCode Available | 1 | 5 |
| Heterformer: Transformer-based Deep Node Representation Learning on Heterogeneous Text-Rich Networks | May 20, 2022 | ClusteringGraph Attention | CodeCode Available | 1 | 5 |
| Adaptive Graph Encoder for Attributed Graph Embedding | Jul 3, 2020 | ClusteringGraph Embedding | CodeCode Available | 1 | 5 |
| Simple Spectral Graph Convolution | Jan 1, 2021 | ClusteringNode Classification | CodeCode Available | 1 | 5 |
| Deep Temporal Graph Clustering | May 18, 2023 | ClusteringDeep Clustering | CodeCode Available | 1 | 5 |
| Simple and Effective Graph Autoencoders with One-Hop Linear Models | Jan 21, 2020 | ClusteringLink Prediction | CodeCode Available | 1 | 5 |
| Automated Self-Supervised Learning for Graphs | Jun 10, 2021 | ClusteringNode Classification | CodeCode Available | 1 | 5 |
| Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization | Oct 5, 2022 | Link PredictionNode Classification | CodeCode Available | 1 | 5 |
| Rethinking Graph Auto-Encoder Models for Attributed Graph Clustering | Jul 19, 2021 | ClusteringGraph Clustering | CodeCode Available | 1 | 5 |
| Heterogeneous Graph Contrastive Learning with Meta-path Contexts and Adaptively Weighted Negative Samples | Dec 28, 2022 | Contrastive LearningNode Clustering | CodeCode Available | 1 | 5 |
| SR-HGN: semantic- and relation-aware heterogeneous graph neural network | Aug 15, 2023 | Graph Neural NetworkNode Classification | CodeCode Available | 1 | 5 |
| Graph Parsing Networks | Feb 22, 2024 | Graph ClassificationGraph Reconstruction | CodeCode Available | 1 | 5 |
| A Survey on Role-Oriented Network Embedding | Jul 18, 2021 | ClusteringGraph Mining | CodeCode Available | 1 | 5 |
| Keep It Simple: Graph Autoencoders Without Graph Convolutional Networks | Oct 2, 2019 | ClusteringLink Prediction | CodeCode Available | 1 | 5 |
| Mitigating Degree Bias in Graph Representation Learning with Learnable Structural Augmentation and Structural Self-Attention | Apr 21, 2025 | FairnessGraph Representation Learning | 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 |
| Eagle: Large-Scale Learning of Turbulent Fluid Dynamics with Mesh Transformers | Feb 16, 2023 | Node Clustering | CodeCode Available | 1 | 5 |
| Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention | Oct 9, 2024 | Graph LearningNode Clustering | 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 |
| MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding | Feb 5, 2020 | ClusteringDiversity | CodeCode Available | 1 | 5 |
| Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning | Sep 15, 2020 | ClusteringGraph Representation Learning | CodeCode Available | 1 | 5 |
| Accurate Learning of Graph Representations with Graph Multiset Pooling | Feb 23, 2021 | Graph ClassificationGraph Clustering | 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 |
| LIME: Low-Cost and Incremental Learning for Dynamic Heterogeneous Information Networks | Feb 11, 2021 | Anomaly DetectionFraud Detection | CodeCode Available | 0 | 5 |
| Asymptotics of Network Embeddings Learned via Subsampling | Jul 6, 2021 | Link PredictionNode Classification | CodeCode Available | 0 | 5 |
| Is Performance of Scholars Correlated to Their Research Collaboration Patterns? | Nov 5, 2019 | Community DetectionGraph Embedding | 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 |
| Exploiting Node Content for Multiview Graph Convolutional Network and Adversarial Regularization | Dec 1, 2020 | Graph LearningLink Prediction | CodeCode Available | 0 | 5 |
| HeMI: Multi-view Embedding in Heterogeneous Graphs | Sep 14, 2021 | ClusteringLink Prediction | CodeCode Available | 0 | 5 |
| A Contrastive Variational Graph Auto-Encoder for Node Clustering | Dec 28, 2023 | ClusteringContrastive Learning | CodeCode Available | 0 | 5 |
| Heterogeneous Deep Graph Infomax | Nov 19, 2019 | ClassificationClustering | CodeCode Available | 0 | 5 |
| DIGRAC: Digraph Clustering Based on Flow Imbalance | Jun 9, 2021 | ClusteringGraph Clustering | CodeCode Available | 0 | 5 |
