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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
LAN: Learning Adaptive Neighbors for Real-Time Insider Threat DetectionCode1
Self-Supervised Graph Structure Refinement for Graph Neural NetworksCode1
Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series ForecastingCode1
S^2GSL: Incorporating Segment to Syntactic Enhanced Graph Structure Learning for Aspect-based Sentiment AnalysisCode1
Deep Iterative and Adaptive Learning for Graph Neural NetworksCode1
GSLB: The Graph Structure Learning BenchmarkCode1
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
Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision AgricultureCode1
Discrete Graph Structure Learning for Forecasting Multiple Time SeriesCode1
SLAPS: Self-Supervision Improves Structure Learning for Graph Neural NetworksCode1
MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal ModelingCode1
Time-aware Graph Structure Learning via Sequence Prediction on Temporal GraphsCode1
GraphGLOW: Universal and Generalizable Structure Learning for Graph Neural NetworksCode1
DynDepNet: Learning Time-Varying Dependency Structures from fMRI Data via Dynamic Graph Structure LearningCode0
Variationally Regularized Graph-based Representation Learning for Electronic Health RecordsCode0
Path Signature Area-Based Causal Discovery in Coupled Time SeriesCode0
DG-Mamba: Robust and Efficient Dynamic Graph Structure Learning with Selective State Space ModelsCode0
GraphFlow: Exploiting Conversation Flow with Graph Neural Networks for Conversational Machine ComprehensionCode0
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