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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
pyGSL: A Graph Structure Learning ToolkitCode1
HyperMiner: Topic Taxonomy Mining with Hyperbolic EmbeddingCode1
Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series ForecastingCode1
Adversarial Contrastive Learning for Evidence-aware Fake News Detection with Graph Neural NetworksCode1
Position-aware Structure Learning for Graph Topology-imbalance by Relieving Under-reaching and Over-squashingCode1
Detecting Multivariate Time Series Anomalies with Zero Known LabelCode1
Boosting Graph Structure Learning with Dummy NodesCode1
Evidence-aware Fake News Detection with Graph Neural NetworksCode1
Towards Unsupervised Deep Graph Structure LearningCode1
Compact Graph Structure Learning via Mutual Information CompressionCode1
Graph Structure Learning with Variational Information BottleneckCode1
An Empirical Study: Extensive Deep Temporal Point ProcessCode1
Dynamic Adaptive Spatio-temporal Graph Convolution for fMRI ModellingCode1
SLAPS: Self-Supervision Improves Structure Learning for Graph Neural NetworksCode1
Discrete Graph Structure Learning for Forecasting Multiple Time SeriesCode1
Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision AgricultureCode1
Node Classification on Graphs with Few-Shot Novel Labels via Meta Transformed Network EmbeddingCode1
Reasoning Visual Dialog with Sparse Graph Learning and Knowledge TransferCode1
Graph-Bert: Only Attention is Needed for Learning Graph RepresentationsCode1
Deep Iterative and Adaptive Learning for Graph Neural NetworksCode1
A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge GraphsCode0
Unsupervised Graph Clustering with Deep Structural EntropyCode0
MAS-KCL: Knowledge component graph structure learning with large language model-based agentic workflow—0
GraphFLEx: Structure Learning Framework for Large Expanding Graphs—0
Concept Factorization via Self-Representation and Adaptive Graph Structure Learning—0
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