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Graph structure learning

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

Papers

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Showing 76–100 of 132 papers

TitleStatusHype
Motif-driven Subgraph Structure Learning for Graph ClassificationCode0
Spatiotemporal Graph Neural Network Modelling Perfusion MRI—0
Talos: A More Effective and Efficient Adversarial Defense for GNN Models Based on the Global Homophily of Graphs—0
Programming knowledge tracing based on heterogeneous graph representation—0
Learning Latent Graph Structures and their UncertaintyCode0
Learning Social Graph for Inactive User RecommendationCode0
DEGNN: Dual Experts Graph Neural Network Handling Both Edge and Node Feature NoiseCode0
From Chaos to Clarity: Time Series Anomaly Detection in Astronomical ObservationsCode0
Decentralized and Lifelong-Adaptive Multi-Agent Collaborative LearningCode0
Self-Attention Empowered Graph Convolutional Network for Structure Learning and Node EmbeddingCode0
Robust Graph Structure Learning under Heterophily—0
Structural Knowledge Informed Continual Multivariate Time Series Forecasting—0
Graph Structure Inference with BAM: Introducing the Bilinear Attention Mechanism—0
DeepRicci: Self-supervised Graph Structure-Feature Co-Refinement for Alleviating Over-squashing—0
Molecular Property Prediction Based on Graph Structure Learning—0
Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting—0
Neural Gaussian Similarity Modeling for Differential Graph Structure Learning—0
SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting—0
Protein 3D Graph Structure Learning for Robust Structure-based Protein Property Prediction—0
RDGSL: Dynamic Graph Representation Learning with Structure LearningCode0
UGSL: A Unified Framework for Benchmarking Graph Structure LearningCode0
Graph Structural Residuals: A Learning Approach to Diagnosis—0
Robust Graph Structure Learning with the Alignment of Features and Adjacency Matrix—0
OpenGSL: A Comprehensive Benchmark for Graph Structure LearningCode0
TabGSL: Graph Structure Learning for Tabular Data Prediction—0
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