| Identity-aware Graph Neural Networks | Jan 25, 2021 | Graph ClassificationGraph Property Prediction | CodeCode Available | 2 |
| Mitigating Degree Bias in Graph Representation Learning with Learnable Structural Augmentation and Structural Self-Attention | Apr 21, 2025 | FairnessGraph Representation Learning | CodeCode Available | 1 |
| Accurate Learning of Graph Representations with Graph Multiset Pooling | Feb 23, 2021 | Graph ClassificationGraph Clustering | CodeCode Available | 1 |
| Keep It Simple: Graph Autoencoders Without Graph Convolutional Networks | Oct 2, 2019 | ClusteringLink Prediction | CodeCode Available | 1 |
| CSGCL: Community-Strength-Enhanced Graph Contrastive Learning | May 8, 2023 | AttributeContrastive Learning | CodeCode Available | 1 |
| Mitigating Degree Biases in Message Passing Mechanism by Utilizing Community Structures | Dec 28, 2023 | Node ClassificationNode Clustering | CodeCode Available | 1 |
| Deep Temporal Graph Clustering | May 18, 2023 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Eagle: Large-Scale Learning of Turbulent Fluid Dynamics with Mesh Transformers | Feb 16, 2023 | Node Clustering | CodeCode Available | 1 |
| Heterformer: Transformer-based Deep Node Representation Learning on Heterogeneous Text-Rich Networks | May 20, 2022 | ClusteringGraph Attention | CodeCode Available | 1 |
| Heterogeneous Graph Contrastive Learning with Meta-path Contexts and Adaptively Weighted Negative Samples | Dec 28, 2022 | Contrastive LearningNode Clustering | CodeCode Available | 1 |
| Contrastive Deep Nonnegative Matrix Factorization for Community Detection | Nov 4, 2023 | Community DetectionContrastive Learning | CodeCode Available | 1 |
| Adaptive Graph Encoder for Attributed Graph Embedding | Jul 3, 2020 | ClusteringGraph Embedding | CodeCode Available | 1 |
| Semantic-Fused Multi-Granularity Cross-City Traffic Prediction | Feb 23, 2023 | Graph structure learningManagement | CodeCode Available | 1 |
| CONVERT:Contrastive Graph Clustering with Reliable Augmentation | Aug 17, 2023 | ClusteringContrastive Learning | CodeCode Available | 1 |
| Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning | Sep 15, 2020 | ClusteringGraph Representation Learning | CodeCode Available | 1 |
| Automated Self-Supervised Learning for Graphs | Jun 10, 2021 | ClusteringNode Classification | CodeCode Available | 1 |
| A Representation Learning Framework for Property Graphs | Jun 27, 2022 | Graph EmbeddingGraph Representation Learning | CodeCode Available | 1 |
| Dissecting graph measure performance for node clustering in LFR parameter space | Feb 20, 2022 | ClusteringNode Clustering | CodeCode Available | 1 |
| Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention | Oct 9, 2024 | Graph LearningNode Clustering | CodeCode Available | 1 |
| Graph Parsing Networks | Feb 22, 2024 | Graph ClassificationGraph Reconstruction | CodeCode Available | 1 |
| MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding | Feb 5, 2020 | ClusteringDiversity | CodeCode Available | 1 |
| Higher-Order Attribute-Enhancing Heterogeneous Graph Neural Networks | Apr 16, 2021 | AttributeClustering | CodeCode Available | 1 |
| Classification of Edge-dependent Labels of Nodes in Hypergraphs | Jun 5, 2023 | ClassificationNode Clustering | CodeCode Available | 1 |
| A Survey on Role-Oriented Network Embedding | Jul 18, 2021 | ClusteringGraph Mining | CodeCode Available | 1 |
| MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian | Sep 1, 2022 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
