Graph structure learning

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

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 132 papers

Title	Date	Tasks	Status	Score
OpenGSL: A Comprehensive Benchmark for Graph Structure Learning	Jun 17, 2023	Graph structure learningRepresentation Learning	CodeCode Available	5
Path Signature Area-Based Causal Discovery in Coupled Time Series	Oct 23, 2021	Causal DiscoveryGraph structure learning	CodeCode Available	5
GraphFlow: Exploiting Conversation Flow with Graph Neural Networks for Conversational Machine Comprehension	Jul 31, 2019	Graph Neural NetworkGraph structure learning	CodeCode Available	5
Learning Attribute-Structure Co-Evolutions in Dynamic Graphs	Jul 25, 2020	AttributeGraph Neural Network	CodeCode Available	5
Learning Social Graph for Inactive User Recommendation	May 8, 2024	Graph structure learningRecommendation Systems	CodeCode Available	5
DG-Mamba: Robust and Efficient Dynamic Graph Structure Learning with Selective State Space Models	Dec 11, 2024	Graph structure learningInformativeness	CodeCode Available	5
Graph Structure Learning for Tumor Microenvironment with Cell Type Annotation from non-spatial scRNA-seq data	Feb 4, 2025	Graph Neural NetworkGraph structure learning	CodeCode Available	5
From Chaos to Clarity: Time Series Anomaly Detection in Astronomical Observations	Mar 15, 2024	Anomaly DetectionDecoder	CodeCode Available	5
RDGSL: Dynamic Graph Representation Learning with Structure Learning	Sep 5, 2023	Graph Representation LearningGraph structure learning	CodeCode Available	5
Spatio-Temporal Graph Structure Learning for Earthquake Detection	Mar 14, 2025	Graph structure learning	CodeCode Available	5
Learning Latent Graph Structures and their Uncertainty	May 30, 2024	Graph structure learningInductive Bias	CodeCode Available	5
Variationally Regularized Graph-based Representation Learning for Electronic Health Records	Dec 8, 2019	DecoderGraph Neural Network	CodeCode Available	5
Robust Graph Structure Learning via Multiple Statistical Tests	Oct 8, 2022	Face ClusteringGraph structure learning	CodeCode Available	5
UGSL: A Unified Framework for Benchmarking Graph Structure Learning	Aug 21, 2023	BenchmarkingGraph structure learning	CodeCode Available	5
Decentralized and Lifelong-Adaptive Multi-Agent Collaborative Learning	Mar 11, 2024	Computational EfficiencyGraph structure learning	CodeCode Available	5
Unsupervised Graph Clustering with Deep Structural Entropy	May 20, 2025	ClusteringContrastive Learning	CodeCode Available	5
Spectrum Prediction via Graph Structure Learning	Oct 7, 2024	Graph structure learningPrediction	CodeCode Available	5
Search to Capture Long-range Dependency with Stacking GNNs for Graph Classification	Feb 17, 2023	Graph ClassificationGraph structure learning	CodeCode Available	5
Weighted Graph Structure Learning with Attention Denoising for Node Classification	Mar 15, 2025	ClassificationDenoising	CodeCode Available	5
Self-Attention Empowered Graph Convolutional Network for Structure Learning and Node Embedding	Mar 6, 2024	Graph LearningGraph structure learning	CodeCode Available	5
Balanced Graph Structure Learning for Multivariate Time Series Forecasting	Jan 24, 2022	Graph GenerationGraph Learning	CodeCode Available	5
DynDepNet: Learning Time-Varying Dependency Structures from fMRI Data via Dynamic Graph Structure Learning	Sep 27, 2022	Functional ConnectivityGraph structure learning	CodeCode Available	5
Spatio-Temporal Graph Structure Learning for Traffic Forecasting	Apr 3, 2020	Graph structure learningTime Series	—Unverified	0
A Comprehensive Survey on Spectral Clustering with Graph Structure Learning	Jan 23, 2025	Clusteringgraph construction	—Unverified	0
Bi-Level Graph Structure Learning for Next POI Recommendation	Nov 2, 2024	Graph structure learning	—Unverified	0

Show:10 25 50

← PrevPage 3 of 6Next →

No leaderboard results yet.