| 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 |
| PeakWeather: MeteoSwiss Weather Station Measurements for Spatiotemporal Deep Learning | Jun 16, 2025 | Deep LearningGraph structure learning | CodeCode Available | 1 |
| 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 |
| GRAPE: Heterogeneous Graph Representation Learning for Genetic Perturbation with Coding and Non-Coding Biotype | May 6, 2025 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Concept Factorization via Self-Representation and Adaptive Graph Structure Learning | May 6, 2025 | ClusteringGraph structure learning | —Unverified | 0 |
| Rethinking Graph Structure Learning in the Era of LLMs | Mar 27, 2025 | Graph LearningGraph structure learning | —Unverified | 0 |
| Weighted Graph Structure Learning with Attention Denoising for Node Classification | Mar 15, 2025 | ClassificationDenoising | CodeCode Available | 0 |
| Spatio-Temporal Graph Structure Learning for Earthquake Detection | Mar 14, 2025 | Graph structure learning | CodeCode Available | 0 |
| Heterogeneous Graph Structure Learning through the Lens of Data-generating Processes | Mar 11, 2025 | Graph structure learning | —Unverified | 0 |
| Uncertainty-Aware Graph Structure Learning | Feb 18, 2025 | Graph structure learning | CodeCode Available | 1 |
| Graph Structure Learning for Tumor Microenvironment with Cell Type Annotation from non-spatial scRNA-seq data | Feb 4, 2025 | Graph Neural NetworkGraph structure learning | CodeCode Available | 0 |
| Extracting Inter-Protein Interactions Via Multitasking Graph Structure Learning | Jan 29, 2025 | Graph AttentionGraph structure learning | —Unverified | 0 |
| A Comprehensive Survey on Spectral Clustering with Graph Structure Learning | Jan 23, 2025 | Clusteringgraph construction | —Unverified | 0 |
| KANS: Knowledge Discovery Graph Attention Network for Soft Sensing in Multivariate Industrial Processes | Jan 2, 2025 | Graph AttentionGraph structure learning | —Unverified | 0 |
| Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature Scales | Dec 24, 2024 | Graph structure learningImputation | CodeCode Available | 0 |
| DG-Mamba: Robust and Efficient Dynamic Graph Structure Learning with Selective State Space Models | Dec 11, 2024 | Graph structure learningInformativeness | CodeCode Available | 0 |
| Fine-grained graph representation learning for heterogeneous mobile networks with attentive fusion and contrastive learning | Dec 10, 2024 | Contrastive LearningGraph Representation Learning | —Unverified | 0 |
| Graph Structure Learning with Bi-level Optimization | Nov 26, 2024 | Graph structure learning | —Unverified | 0 |
| Rethinking Structure Learning For Graph Neural Networks | Nov 12, 2024 | Graph structure learning | —Unverified | 0 |
| GaGSL: Global-augmented Graph Structure Learning via Graph Information Bottleneck | Nov 7, 2024 | Graph structure learningNode Classification | —Unverified | 0 |
| Bi-Level Graph Structure Learning for Next POI Recommendation | Nov 2, 2024 | Graph structure learning | —Unverified | 0 |
| Hypergraph-based multi-scale spatio-temporal graph convolution network for Time-Series anomaly detection | Oct 29, 2024 | Anomaly DetectionGraph structure learning | —Unverified | 0 |
| Bridging Large Language Models and Graph Structure Learning Models for Robust Representation Learning | Oct 15, 2024 | Graph Representation LearningGraph structure learning | —Unverified | 0 |
| Spectrum Prediction via Graph Structure Learning | Oct 7, 2024 | Graph structure learningPrediction | CodeCode Available | 0 |
| Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure Learning | Sep 25, 2024 | Contrastive LearningGraph Learning | CodeCode Available | 1 |
| Boolean Product Graph Neural Networks | Sep 21, 2024 | Graph structure learning | —Unverified | 0 |
| Online Proximal ADMM for Graph Learning from Streaming Smooth Signals | Sep 19, 2024 | Graph LearningGraph structure learning | —Unverified | 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 |
| GraphMamba: An Efficient Graph Structure Learning Vision Mamba for Hyperspectral Image Classification | Jul 11, 2024 | Computational EfficiencyGraph structure learning | CodeCode Available | 1 |
| Multi-Modal Video Dialog State Tracking in the Wild | Jul 2, 2024 | dialog state trackingGraph structure learning | —Unverified | 0 |
| Graph Structure Learning with Interpretable Bayesian Neural Networks | Jun 20, 2024 | Graph structure learningInductive Bias | —Unverified | 0 |
| Graph Neural Networks in Histopathology: Emerging Trends and Future Directions | Jun 18, 2024 | Graph structure learningwhole slide images | —Unverified | 0 |
| Motif-driven Subgraph Structure Learning for Graph Classification | Jun 13, 2024 | ClassificationGraph Classification | CodeCode Available | 0 |
| Spatiotemporal Graph Neural Network Modelling Perfusion MRI | Jun 10, 2024 | Graph Neural NetworkGraph structure learning | —Unverified | 0 |
| Talos: A More Effective and Efficient Adversarial Defense for GNN Models Based on the Global Homophily of Graphs | Jun 6, 2024 | Adversarial DefenseGraph Neural Network | —Unverified | 0 |
| 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 |
| Programming knowledge tracing based on heterogeneous graph representation | Jun 1, 2024 | Graph structure learningKnowledge Tracing | —Unverified | 0 |
| Learning Latent Graph Structures and their Uncertainty | May 30, 2024 | Graph structure learningInductive Bias | CodeCode Available | 0 |
| Learning Social Graph for Inactive User Recommendation | May 8, 2024 | Graph structure learningRecommendation Systems | CodeCode Available | 0 |
| 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 |
| DEGNN: Dual Experts Graph Neural Network Handling Both Edge and Node Feature Noise | Apr 14, 2024 | Graph Neural NetworkGraph structure learning | CodeCode Available | 0 |
| From Chaos to Clarity: Time Series Anomaly Detection in Astronomical Observations | Mar 15, 2024 | Anomaly DetectionDecoder | CodeCode Available | 0 |
| LAN: Learning Adaptive Neighbors for Real-Time Insider Threat Detection | Mar 14, 2024 | Anomaly DetectionGraph structure learning | CodeCode Available | 1 |
| Decentralized and Lifelong-Adaptive Multi-Agent Collaborative Learning | Mar 11, 2024 | Computational EfficiencyGraph structure learning | CodeCode Available | 0 |
| Self-Attention Empowered Graph Convolutional Network for Structure Learning and Node Embedding | Mar 6, 2024 | Graph LearningGraph structure learning | CodeCode Available | 0 |
| Robust Graph Structure Learning under Heterophily | Mar 6, 2024 | Graph Representation LearningGraph structure learning | —Unverified | 0 |
| GraphEdit: Large Language Models for Graph Structure Learning | Feb 23, 2024 | Graph structure learning | CodeCode Available | 2 |
| DSLR: Diversity Enhancement and Structure Learning for Rehearsal-based Graph Continual Learning | Feb 21, 2024 | Continual LearningDiversity | CodeCode Available | 1 |