| GraphER: A Structure-aware Text-to-Graph Model for Entity and Relation Extraction | Apr 18, 2024 | Graph structure learningJoint Entity and Relation Extraction | CodeCode Available | 2 |
| GraphEdit: Large Language Models for Graph Structure Learning | Feb 23, 2024 | Graph structure learning | CodeCode Available | 2 |
| NodeFormer: A Scalable Graph Structure Learning Transformer for Node Classification | Jun 14, 2023 | Graph structure learningimage-classification | CodeCode Available | 2 |
| Graph Structure Learning for Robust Graph Neural Networks | May 20, 2020 | Graph Neural NetworkGraph structure learning | CodeCode Available | 2 |
| PeakWeather: MeteoSwiss Weather Station Measurements for Spatiotemporal Deep Learning | Jun 16, 2025 | Deep LearningGraph structure learning | CodeCode Available | 1 |
| Uncertainty-Aware Graph Structure Learning | Feb 18, 2025 | Graph structure learning | CodeCode Available | 1 |
| Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure Learning | Sep 25, 2024 | Contrastive LearningGraph Learning | CodeCode Available | 1 |
| GraphMamba: An Efficient Graph Structure Learning Vision Mamba for Hyperspectral Image Classification | Jul 11, 2024 | Computational EfficiencyGraph structure learning | CodeCode Available | 1 |
| S^2GSL: Incorporating Segment to Syntactic Enhanced Graph Structure Learning for Aspect-based Sentiment Analysis | Jun 5, 2024 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 1 |
| LAN: Learning Adaptive Neighbors for Real-Time Insider Threat Detection | Mar 14, 2024 | Anomaly DetectionGraph structure learning | CodeCode Available | 1 |
| DSLR: Diversity Enhancement and Structure Learning for Rehearsal-based Graph Continual Learning | Feb 21, 2024 | Continual LearningDiversity | CodeCode Available | 1 |
| Label-Free Multivariate Time Series Anomaly Detection | Dec 17, 2023 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 |
| GSLB: The Graph Structure Learning Benchmark | Oct 8, 2023 | Graph structure learning | CodeCode Available | 1 |
| 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 |
| GraphGLOW: Universal and Generalizable Structure Learning for Graph Neural Networks | Jun 20, 2023 | Graph structure learning | CodeCode Available | 1 |
| Time-aware Graph Structure Learning via Sequence Prediction on Temporal Graphs | Jun 13, 2023 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Evidence-aware Fake News Detection with Graph Neural Networks | Jan 18, 2022 | Fake News DetectionGraph structure learning | CodeCode Available | 1 |
| Towards Unsupervised Deep Graph Structure Learning | Jan 17, 2022 | Contrastive LearningGraph structure learning | CodeCode Available | 1 |
| Compact Graph Structure Learning via Mutual Information Compression | Jan 14, 2022 | Graph structure learning | CodeCode Available | 1 |
| Graph Structure Learning with Variational Information Bottleneck | Dec 16, 2021 | Graph structure learning | CodeCode Available | 1 |
| An Empirical Study: Extensive Deep Temporal Point Process | Oct 19, 2021 | Graph structure learningVariational Inference | CodeCode Available | 1 |
| Dynamic Adaptive Spatio-temporal Graph Convolution for fMRI Modelling | Sep 26, 2021 | Age And Gender ClassificationGender Classification | CodeCode Available | 1 |
| SLAPS: Self-Supervision Improves Structure Learning for Graph Neural Networks | Feb 9, 2021 | Graph structure learning | CodeCode Available | 1 |
| Discrete Graph Structure Learning for Forecasting Multiple Time Series | Jan 18, 2021 | Graph structure learningTime Series | CodeCode Available | 1 |
| Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision Agriculture | Dec 7, 2020 | Graph Neural NetworkGraph structure learning | CodeCode Available | 1 |
| Node Classification on Graphs with Few-Shot Novel Labels via Meta Transformed Network Embedding | Jul 6, 2020 | General ClassificationGraph structure learning | CodeCode Available | 1 |
| Reasoning Visual Dialog with Sparse Graph Learning and Knowledge Transfer | Apr 14, 2020 | Graph LearningGraph structure learning | CodeCode Available | 1 |
| Graph-Bert: Only Attention is Needed for Learning Graph Representations | Jan 15, 2020 | AttributeClustering | CodeCode Available | 1 |
| Deep Iterative and Adaptive Learning for Graph Neural Networks | Dec 17, 2019 | Graph LearningGraph structure learning | CodeCode Available | 1 |
| A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge Graphs | Jun 17, 2025 | Graph structure learningKnowledge Graphs | CodeCode Available | 0 |
| Unsupervised Graph Clustering with Deep Structural Entropy | May 20, 2025 | ClusteringContrastive Learning | CodeCode Available | 0 |
| MAS-KCL: Knowledge component graph structure learning with large language model-based agentic workflow | May 20, 2025 | Graph structure learningLanguage Modeling | —Unverified | 0 |
| GraphFLEx: Structure Learning Framework for Large Expanding Graphs | May 18, 2025 | ClusteringGraph Neural Network | —Unverified | 0 |
| Concept Factorization via Self-Representation and Adaptive Graph Structure Learning | May 6, 2025 | ClusteringGraph structure learning | —Unverified | 0 |
