Graph structure learning

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

Papers

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Showing 101–125 of 132 papers

Title	Date	Tasks	Status	Hype
Mold into a Graph: Efficient Bayesian Optimization over Mixed-Spaces	Feb 2, 2022	Bayesian OptimizationComputational Efficiency	CodeCode Available	0
Balanced Graph Structure Learning for Multivariate Time Series Forecasting	Jan 24, 2022	Graph GenerationGraph Learning	CodeCode Available	0
Evidence-aware Fake News Detection with Graph Neural Networks	Jan 18, 2022	Fake News DetectionGraph structure learning	CodeCode Available	1
Towards Unsupervised Deep Graph Structure Learning	Jan 17, 2022	Contrastive LearningGraph structure learning	CodeCode Available	1
Compact Graph Structure Learning via Mutual Information Compression	Jan 14, 2022	Graph structure learning	CodeCode Available	1
Graph Structure Learning with Variational Information Bottleneck	Dec 16, 2021	Graph structure learning	CodeCode Available	1
Graph Differentiable Architecture Search with Structure Learning	Dec 1, 2021	DenoisingGraph structure learning	—Unverified	0
Deep Unsupervised Active Learning on Learnable Graphs	Nov 8, 2021	Active LearningGraph structure learning	—Unverified	0
Path Signature Area-Based Causal Discovery in Coupled Time Series	Oct 23, 2021	Causal DiscoveryGraph structure learning	CodeCode Available	0
An Empirical Study: Extensive Deep Temporal Point Process	Oct 19, 2021	Graph structure learningVariational Inference	CodeCode Available	1
Path-specific Causal Fair Prediction via Auxiliary Graph Structure Learning	Sep 29, 2021	FairnessGraph structure learning	—Unverified	0
Spatiotemporal Representation Learning on Time Series with Dynamic Graph ODEs	Sep 29, 2021	Graph structure learningRepresentation Learning	—Unverified	0
Dynamic Adaptive Spatio-temporal Graph Convolution for fMRI Modelling	Sep 26, 2021	Age And Gender ClassificationGender Classification	CodeCode Available	1
Label-informed Graph Structure Learning for Node Classification	Aug 10, 2021	ClassificationGraph structure learning	—Unverified	0
A Survey on Graph Structure Learning: Progress and Opportunities	Mar 4, 2021	Graph structure learningSurvey	—Unverified	0
SLAPS: Self-Supervision Improves Structure Learning for Graph Neural Networks	Feb 9, 2021	Graph structure learning	CodeCode Available	1
Discrete Graph Structure Learning for Forecasting Multiple Time Series	Jan 18, 2021	Graph structure learningTime Series	CodeCode Available	1
Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision Agriculture	Dec 7, 2020	Graph Neural NetworkGraph structure learning	CodeCode Available	1
Multivariate Time Series Classification with Hierarchical Variational Graph Pooling	Oct 12, 2020	ClassificationDecoder	—Unverified	0
Learning Attribute-Structure Co-Evolutions in Dynamic Graphs	Jul 25, 2020	AttributeGraph Neural Network	CodeCode Available	0
Node Classification on Graphs with Few-Shot Novel Labels via Meta Transformed Network Embedding	Jul 6, 2020	General ClassificationGraph structure learning	CodeCode Available	1
Graph Structure Learning for Robust Graph Neural Networks	May 20, 2020	Graph Neural NetworkGraph structure learning	CodeCode Available	2
Reasoning Visual Dialog with Sparse Graph Learning and Knowledge Transfer	Apr 14, 2020	Graph LearningGraph structure learning	CodeCode Available	1
Spatio-Temporal Graph Structure Learning for Traffic Forecasting	Apr 3, 2020	Graph structure learningTime Series	—Unverified	0
Graph-Bert: Only Attention is Needed for Learning Graph Representations	Jan 15, 2020	AttributeClustering	CodeCode Available	1

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