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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
Graph Structure Learning for Robust Graph Neural NetworksCode2
GraphEdit: Large Language Models for Graph Structure LearningCode2
NodeFormer: A Scalable Graph Structure Learning Transformer for Node ClassificationCode2
GraphER: A Structure-aware Text-to-Graph Model for Entity and Relation ExtractionCode2
GraphGLOW: Universal and Generalizable Structure Learning for Graph Neural NetworksCode1
HyperMiner: Topic Taxonomy Mining with Hyperbolic EmbeddingCode1
Label-Free Multivariate Time Series Anomaly DetectionCode1
A Tale of Two Graphs: Freezing and Denoising Graph Structures for Multimodal RecommendationCode1
GSLB: The Graph Structure Learning BenchmarkCode1
Graph Structure Learning with Variational Information BottleneckCode1
Compact Graph Structure Learning via Mutual Information CompressionCode1
Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure LearningCode1
Semantic-Fused Multi-Granularity Cross-City Traffic PredictionCode1
Adversarial Contrastive Learning for Evidence-aware Fake News Detection with Graph Neural NetworksCode1
Deep Iterative and Adaptive Learning for Graph Neural NetworksCode1
Dynamic Adaptive Spatio-temporal Graph Convolution for fMRI ModellingCode1
An Empirical Study: Extensive Deep Temporal Point ProcessCode1
Boosting Graph Structure Learning with Dummy NodesCode1
DSLR: Diversity Enhancement and Structure Learning for Rehearsal-based Graph Continual LearningCode1
GraphMamba: An Efficient Graph Structure Learning Vision Mamba for Hyperspectral Image ClassificationCode1
Graph-Bert: Only Attention is Needed for Learning Graph RepresentationsCode1
Reasoning Visual Dialog with Sparse Graph Learning and Knowledge TransferCode1
Directed Acyclic Graph Structure Learning from Dynamic GraphsCode1
Discrete Graph Structure Learning for Forecasting Multiple Time SeriesCode1
Homophily-enhanced Structure Learning for Graph ClusteringCode1
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