SOTAVerified

Graph structure learning

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

Papers

Showing 5175 of 132 papers

TitleStatusHype
Structural Knowledge Informed Continual Multivariate Time Series Forecasting0
Graph Structure Inference with BAM: Introducing the Bilinear Attention Mechanism0
DeepRicci: Self-supervised Graph Structure-Feature Co-Refinement for Alleviating Over-squashing0
Molecular Property Prediction Based on Graph Structure Learning0
Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting0
Label-Free Multivariate Time Series Anomaly DetectionCode1
Neural Gaussian Similarity Modeling for Differential Graph Structure Learning0
SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting0
Protein 3D Graph Structure Learning for Robust Structure-based Protein Property Prediction0
GSLB: The Graph Structure Learning BenchmarkCode1
RDGSL: Dynamic Graph Representation Learning with Structure LearningCode0
UGSL: A Unified Framework for Benchmarking Graph Structure LearningCode0
Graph Structural Residuals: A Learning Approach to Diagnosis0
Homophily-enhanced Structure Learning for Graph ClusteringCode1
Transferable Graph Structure Learning for Graph-based Traffic Forecasting Across CitiesCode1
Robust Graph Structure Learning with the Alignment of Features and Adjacency Matrix0
GraphGLOW: Universal and Generalizable Structure Learning for Graph Neural NetworksCode1
OpenGSL: A Comprehensive Benchmark for Graph Structure LearningCode0
NodeFormer: A Scalable Graph Structure Learning Transformer for Node ClassificationCode2
Time-aware Graph Structure Learning via Sequence Prediction on Temporal GraphsCode1
TabGSL: Graph Structure Learning for Tabular Data Prediction0
Collective Relational Inference for learning heterogeneous interactions0
SE-GSL: A General and Effective Graph Structure Learning Framework through Structural Entropy OptimizationCode1
Semantic-Fused Multi-Granularity Cross-City Traffic PredictionCode1
Structure Embedded Nucleus Classification for Histopathology Images0
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