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Graph structure learning

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

Papers

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Showing 26–50 of 132 papers

TitleStatusHype
DSLR: Diversity Enhancement and Structure Learning for Rehearsal-based Graph Continual LearningCode1
Dynamic Adaptive Spatio-temporal Graph Convolution for fMRI ModellingCode1
Semantic-Fused Multi-Granularity Cross-City Traffic PredictionCode1
Adversarial Contrastive Learning for Evidence-aware Fake News Detection with Graph Neural NetworksCode1
An Empirical Study: Extensive Deep Temporal Point ProcessCode1
Evidence-aware Fake News Detection with Graph Neural NetworksCode1
HyperMiner: Topic Taxonomy Mining with Hyperbolic EmbeddingCode1
Homophily-enhanced Structure Learning for Graph ClusteringCode1
MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal ModelingCode1
Label-Free Multivariate Time Series Anomaly DetectionCode1
Node Classification on Graphs with Few-Shot Novel Labels via Meta Transformed Network EmbeddingCode1
Graph-Bert: Only Attention is Needed for Learning Graph RepresentationsCode1
Boosting Graph Structure Learning with Dummy NodesCode1
A Tale of Two Graphs: Freezing and Denoising Graph Structures for Multimodal RecommendationCode1
Detecting Multivariate Time Series Anomalies with Zero Known LabelCode1
pyGSL: A Graph Structure Learning ToolkitCode1
S^2GSL: Incorporating Segment to Syntactic Enhanced Graph Structure Learning for Aspect-based Sentiment AnalysisCode1
Time-aware Graph Structure Learning via Sequence Prediction on Temporal GraphsCode1
Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision AgricultureCode1
GraphGLOW: Universal and Generalizable Structure Learning for Graph Neural NetworksCode1
Exploring High-Order Structure for Robust Graph Structure Learning—0
Talos: A More Effective and Efficient Adversarial Defense for GNN Models Based on the Global Homophily of Graphs—0
Bi-Level Graph Structure Learning for Next POI Recommendation—0
Drug Synergistic Combinations Predictions via Large-Scale Pre-Training and Graph Structure Learning—0
Graph Structural Residuals: A Learning Approach to Diagnosis—0
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