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Graph structure learning

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

Papers

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Showing 41–50 of 132 papers

Title	Date	Tasks	Status	Hype	Score
Discrete Graph Structure Learning for Forecasting Multiple Time Series	Jan 18, 2021	Graph structure learningTime Series	CodeCode Available	1	5
SLAPS: Self-Supervision Improves Structure Learning for Graph Neural Networks	Feb 9, 2021	Graph structure learning	CodeCode Available	1	5
MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling	Dec 12, 2022	DecoderGraph Learning	CodeCode Available	1	5
Time-aware Graph Structure Learning via Sequence Prediction on Temporal Graphs	Jun 13, 2023	Contrastive LearningData Augmentation	CodeCode Available	1	5
GraphGLOW: Universal and Generalizable Structure Learning for Graph Neural Networks	Jun 20, 2023	Graph structure learning	CodeCode Available	1	5
DynDepNet: Learning Time-Varying Dependency Structures from fMRI Data via Dynamic Graph Structure Learning	Sep 27, 2022	Functional ConnectivityGraph structure learning	CodeCode Available	0	5
Variationally Regularized Graph-based Representation Learning for Electronic Health Records	Dec 8, 2019	DecoderGraph Neural Network	CodeCode Available	0	5
Path Signature Area-Based Causal Discovery in Coupled Time Series	Oct 23, 2021	Causal DiscoveryGraph structure learning	CodeCode Available	0	5
DG-Mamba: Robust and Efficient Dynamic Graph Structure Learning with Selective State Space Models	Dec 11, 2024	Graph structure learningInformativeness	CodeCode Available	0	5
GraphFlow: Exploiting Conversation Flow with Graph Neural Networks for Conversational Machine Comprehension	Jul 31, 2019	Graph Neural NetworkGraph structure learning	CodeCode Available	0	5

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