| Structural Knowledge Informed Continual Multivariate Time Series Forecasting | Feb 20, 2024 | Continual LearningGraph structure learning | —Unverified | 0 |
| Graph Structure Inference with BAM: Introducing the Bilinear Attention Mechanism | Feb 12, 2024 | Graph structure learning | —Unverified | 0 |
| DeepRicci: Self-supervised Graph Structure-Feature Co-Refinement for Alleviating Over-squashing | Jan 23, 2024 | Contrastive LearningGraph structure learning | —Unverified | 0 |
| Molecular Property Prediction Based on Graph Structure Learning | Dec 28, 2023 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting | Dec 27, 2023 | Contrastive LearningCorrelated Time Series Forecasting | —Unverified | 0 |
| Label-Free Multivariate Time Series Anomaly Detection | Dec 17, 2023 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 |
| Neural Gaussian Similarity Modeling for Differential Graph Structure Learning | Dec 15, 2023 | Graph structure learning | —Unverified | 0 |
| SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting | Dec 5, 2023 | Graph LearningGraph structure learning | —Unverified | 0 |
| Protein 3D Graph Structure Learning for Robust Structure-based Protein Property Prediction | Oct 14, 2023 | Graph structure learningPrediction | —Unverified | 0 |
| GSLB: The Graph Structure Learning Benchmark | Oct 8, 2023 | Graph structure learning | CodeCode Available | 1 |
| RDGSL: Dynamic Graph Representation Learning with Structure Learning | Sep 5, 2023 | Graph Representation LearningGraph structure learning | CodeCode Available | 0 |
| UGSL: A Unified Framework for Benchmarking Graph Structure Learning | Aug 21, 2023 | BenchmarkingGraph structure learning | CodeCode Available | 0 |
| Graph Structural Residuals: A Learning Approach to Diagnosis | Aug 14, 2023 | DiagnosticGraph structure learning | —Unverified | 0 |
| Homophily-enhanced Structure Learning for Graph Clustering | Aug 10, 2023 | ClusteringGraph Clustering | CodeCode Available | 1 |
| Transferable Graph Structure Learning for Graph-based Traffic Forecasting Across Cities | Aug 4, 2023 | Graph structure learningKnowledge Distillation | CodeCode Available | 1 |
| Robust Graph Structure Learning with the Alignment of Features and Adjacency Matrix | Jul 5, 2023 | Graph structure learning | —Unverified | 0 |
| GraphGLOW: Universal and Generalizable Structure Learning for Graph Neural Networks | Jun 20, 2023 | Graph structure learning | CodeCode Available | 1 |
| OpenGSL: A Comprehensive Benchmark for Graph Structure Learning | Jun 17, 2023 | Graph structure learningRepresentation Learning | CodeCode Available | 0 |
| NodeFormer: A Scalable Graph Structure Learning Transformer for Node Classification | Jun 14, 2023 | Graph structure learningimage-classification | CodeCode Available | 2 |
| Time-aware Graph Structure Learning via Sequence Prediction on Temporal Graphs | Jun 13, 2023 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| TabGSL: Graph Structure Learning for Tabular Data Prediction | May 25, 2023 | Contrastive LearningGraph Neural Network | —Unverified | 0 |
| Collective Relational Inference for learning heterogeneous interactions | Apr 30, 2023 | Graph structure learning | —Unverified | 0 |
| SE-GSL: A General and Effective Graph Structure Learning Framework through Structural Entropy Optimization | Mar 17, 2023 | Graph structure learningRepresentation Learning | CodeCode Available | 1 |
| Semantic-Fused Multi-Granularity Cross-City Traffic Prediction | Feb 23, 2023 | Graph structure learningManagement | CodeCode Available | 1 |
| Structure Embedded Nucleus Classification for Histopathology Images | Feb 22, 2023 | ClassificationGraph Neural Network | —Unverified | 0 |
| Search to Capture Long-range Dependency with Stacking GNNs for Graph Classification | Feb 17, 2023 | Graph ClassificationGraph structure learning | CodeCode Available | 0 |
| Drug Synergistic Combinations Predictions via Large-Scale Pre-Training and Graph Structure Learning | Jan 14, 2023 | Graph structure learning | —Unverified | 0 |
| Self-organization Preserved Graph Structure Learning with Principle of Relevant Information | Dec 30, 2022 | Graph structure learning | —Unverified | 0 |
| MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling | Dec 12, 2022 | DecoderGraph Learning | CodeCode Available | 1 |
| Directed Acyclic Graph Structure Learning from Dynamic Graphs | Nov 30, 2022 | Graph structure learning | CodeCode Available | 1 |
| Spatio-Temporal Meta-Graph Learning for Traffic Forecasting | Nov 27, 2022 | DecoderGraph Learning | CodeCode Available | 1 |
| Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models | Nov 21, 2022 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| A Tale of Two Graphs: Freezing and Denoising Graph Structures for Multimodal Recommendation | Nov 13, 2022 | DenoisingGraph structure learning | CodeCode Available | 1 |
| Self-Supervised Graph Structure Refinement for Graph Neural Networks | Nov 12, 2022 | Contrastive LearningGPU | CodeCode Available | 1 |
| pyGSL: A Graph Structure Learning Toolkit | Nov 7, 2022 | GPUGraph Learning | CodeCode Available | 1 |
| HFN: Heterogeneous Feature Network for Multivariate Time Series Anomaly Detection | Nov 1, 2022 | Anomaly DetectionGraph structure learning | —Unverified | 0 |
| HyperMiner: Topic Taxonomy Mining with Hyperbolic Embedding | Oct 16, 2022 | Graph structure learningTopic Models | CodeCode Available | 1 |
| Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series Forecasting | Oct 12, 2022 | Graph GenerationGraph structure learning | CodeCode Available | 1 |
| Adversarial Contrastive Learning for Evidence-aware Fake News Detection with Graph Neural Networks | Oct 11, 2022 | Contrastive LearningFake News Detection | CodeCode Available | 1 |
| Robust Graph Structure Learning via Multiple Statistical Tests | Oct 8, 2022 | Face ClusteringGraph structure learning | CodeCode Available | 0 |
| DynDepNet: Learning Time-Varying Dependency Structures from fMRI Data via Dynamic Graph Structure Learning | Sep 27, 2022 | Functional ConnectivityGraph structure learning | CodeCode Available | 0 |
| Semi-Supervised Clustering via Dynamic Graph Structure Learning | Sep 6, 2022 | ClusteringGraph structure learning | —Unverified | 0 |
| Position-aware Structure Learning for Graph Topology-imbalance by Relieving Under-reaching and Over-squashing | Aug 17, 2022 | Graph LearningGraph structure learning | CodeCode Available | 1 |
| GEDI: A Graph-based End-to-end Data Imputation Framework | Aug 13, 2022 | Graph structure learningImputation | —Unverified | 0 |
| Detecting Multivariate Time Series Anomalies with Zero Known Label | Aug 3, 2022 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 |
| Boosting Graph Structure Learning with Dummy Nodes | Jun 17, 2022 | Graph ClassificationGraph Representation Learning | CodeCode Available | 1 |
| Graph-DETR3D: Rethinking Overlapping Regions for Multi-View 3D Object Detection | Apr 25, 2022 | 3D Object DetectionGraph structure learning | —Unverified | 0 |
| Multi-view graph structure learning using subspace merging on Grassmann manifold | Apr 11, 2022 | Graph ClassificationGraph structure learning | —Unverified | 0 |
| Exploring High-Order Structure for Robust Graph Structure Learning | Mar 22, 2022 | Adversarial AttackGraph structure learning | —Unverified | 0 |
| Spatio-Temporal Latent Graph Structure Learning for Traffic Forecasting | Feb 25, 2022 | BenchmarkingGraph Neural Network | —Unverified | 0 |
