| Iterative Deep Graph Learning for Graph Neural Networks | Sep 25, 2019 | Graph EmbeddingGraph Learning | —Unverified | 0 | 0 |
| KANS: Knowledge Discovery Graph Attention Network for Soft Sensing in Multivariate Industrial Processes | Jan 2, 2025 | Graph AttentionGraph structure learning | —Unverified | 0 | 0 |
| Label-informed Graph Structure Learning for Node Classification | Aug 10, 2021 | ClassificationGraph structure learning | —Unverified | 0 | 0 |
| Large-Scale Semi-Supervised Learning via Graph Structure Learning over High-Dense Points | Dec 4, 2019 | Graph structure learning | —Unverified | 0 | 0 |
| Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting | Dec 27, 2023 | Contrastive LearningCorrelated Time Series Forecasting | —Unverified | 0 | 0 |
| MAS-KCL: Knowledge component graph structure learning with large language model-based agentic workflow | May 20, 2025 | Graph structure learningLanguage Modeling | —Unverified | 0 | 0 |
| Molecular Property Prediction Based on Graph Structure Learning | Dec 28, 2023 | Drug DiscoveryGraph Neural Network | —Unverified | 0 | 0 |
| Motif-driven Subgraph Structure Learning for Graph Classification | Jun 13, 2024 | ClassificationGraph Classification | —Unverified | 0 | 0 |
| Multi-Modal Video Dialog State Tracking in the Wild | Jul 2, 2024 | dialog state trackingGraph structure learning | —Unverified | 0 | 0 |
| Multivariate Time Series Classification with Hierarchical Variational Graph Pooling | Oct 12, 2020 | ClassificationDecoder | —Unverified | 0 | 0 |
| Multi-view graph structure learning using subspace merging on Grassmann manifold | Apr 11, 2022 | Graph ClassificationGraph structure learning | —Unverified | 0 | 0 |
| Neural Gaussian Similarity Modeling for Differential Graph Structure Learning | Dec 15, 2023 | Graph structure learning | —Unverified | 0 | 0 |
| Online Proximal ADMM for Graph Learning from Streaming Smooth Signals | Sep 19, 2024 | Graph LearningGraph structure learning | —Unverified | 0 | 0 |
| OpenGSL: A Comprehensive Benchmark for Graph Structure Learning | Jun 17, 2023 | Graph structure learningRepresentation Learning | —Unverified | 0 | 0 |
| Path-specific Causal Fair Prediction via Auxiliary Graph Structure Learning | Sep 29, 2021 | FairnessGraph structure learning | —Unverified | 0 | 0 |
| Programming knowledge tracing based on heterogeneous graph representation | Jun 1, 2024 | Graph structure learningKnowledge Tracing | —Unverified | 0 | 0 |
| Protein 3D Graph Structure Learning for Robust Structure-based Protein Property Prediction | Oct 14, 2023 | Graph structure learningPrediction | —Unverified | 0 | 0 |
| Rethinking Graph Structure Learning in the Era of LLMs | Mar 27, 2025 | Graph LearningGraph structure learning | —Unverified | 0 | 0 |
| Rethinking Structure Learning For Graph Neural Networks | Nov 12, 2024 | Graph structure learning | —Unverified | 0 | 0 |
| Robust Graph Structure Learning under Heterophily | Mar 6, 2024 | Graph Representation LearningGraph structure learning | —Unverified | 0 | 0 |
| Robust Graph Structure Learning with the Alignment of Features and Adjacency Matrix | Jul 5, 2023 | Graph structure learning | —Unverified | 0 | 0 |
| SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting | Dec 5, 2023 | Graph LearningGraph structure learning | —Unverified | 0 | 0 |
| Self-organization Preserved Graph Structure Learning with Principle of Relevant Information | Dec 30, 2022 | Graph structure learning | —Unverified | 0 | 0 |
| Semi-Supervised Clustering via Dynamic Graph Structure Learning | Sep 6, 2022 | ClusteringGraph structure learning | —Unverified | 0 | 0 |
| Spatiotemporal Graph Neural Network Modelling Perfusion MRI | Jun 10, 2024 | Graph Neural NetworkGraph structure learning | —Unverified | 0 | 0 |
| Parkinson's Disease Detection from Resting State EEG using Multi-Head Graph Structure Learning with Gradient Weighted Graph Attention Explanations | Aug 1, 2024 | Contrastive LearningEEG | —Unverified | 0 | 0 |
| Spatio-Temporal Latent Graph Structure Learning for Traffic Forecasting | Feb 25, 2022 | BenchmarkingGraph Neural Network | —Unverified | 0 | 0 |
| Spatiotemporal Representation Learning on Time Series with Dynamic Graph ODEs | Sep 29, 2021 | Graph structure learningRepresentation Learning | —Unverified | 0 | 0 |
| Structural Knowledge Informed Continual Multivariate Time Series Forecasting | Feb 20, 2024 | Continual LearningGraph structure learning | —Unverified | 0 | 0 |
| Structure Embedded Nucleus Classification for Histopathology Images | Feb 22, 2023 | ClassificationGraph Neural Network | —Unverified | 0 | 0 |
| TabGSL: Graph Structure Learning for Tabular Data Prediction | May 25, 2023 | Contrastive LearningGraph Neural Network | —Unverified | 0 | 0 |
| UGSL: A Unified Framework for Benchmarking Graph Structure Learning | Aug 21, 2023 | BenchmarkingGraph structure learning | —Unverified | 0 | 0 |