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Graph structure learning

Semi-supervised node classification when a graph structure is not available.

Papers

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Showing 1–25 of 132 papers

TitleStatusHype
GraphER: A Structure-aware Text-to-Graph Model for Entity and Relation ExtractionCode2
GraphEdit: Large Language Models for Graph Structure LearningCode2
NodeFormer: A Scalable Graph Structure Learning Transformer for Node ClassificationCode2
Graph Structure Learning for Robust Graph Neural NetworksCode2
PeakWeather: MeteoSwiss Weather Station Measurements for Spatiotemporal Deep LearningCode1
Uncertainty-Aware Graph Structure LearningCode1
Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure LearningCode1
GraphMamba: An Efficient Graph Structure Learning Vision Mamba for Hyperspectral Image ClassificationCode1
S^2GSL: Incorporating Segment to Syntactic Enhanced Graph Structure Learning for Aspect-based Sentiment AnalysisCode1
LAN: Learning Adaptive Neighbors for Real-Time Insider Threat DetectionCode1
DSLR: Diversity Enhancement and Structure Learning for Rehearsal-based Graph Continual LearningCode1
Label-Free Multivariate Time Series Anomaly DetectionCode1
GSLB: The Graph Structure Learning BenchmarkCode1
Homophily-enhanced Structure Learning for Graph ClusteringCode1
Transferable Graph Structure Learning for Graph-based Traffic Forecasting Across CitiesCode1
GraphGLOW: Universal and Generalizable Structure Learning for Graph Neural NetworksCode1
Time-aware Graph Structure Learning via Sequence Prediction on Temporal GraphsCode1
SE-GSL: A General and Effective Graph Structure Learning Framework through Structural Entropy OptimizationCode1
Semantic-Fused Multi-Granularity Cross-City Traffic PredictionCode1
MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal ModelingCode1
Directed Acyclic Graph Structure Learning from Dynamic GraphsCode1
Spatio-Temporal Meta-Graph Learning for Traffic ForecastingCode1
Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space ModelsCode1
A Tale of Two Graphs: Freezing and Denoising Graph Structures for Multimodal RecommendationCode1
Self-Supervised Graph Structure Refinement for Graph Neural NetworksCode1
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