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Graph structure learning

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

Papers

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Showing 51–100 of 132 papers

TitleStatusHype
Concept Factorization via Self-Representation and Adaptive Graph Structure Learning—0
Rethinking Graph Structure Learning in the Era of LLMs—0
Weighted Graph Structure Learning with Attention Denoising for Node ClassificationCode0
Spatio-Temporal Graph Structure Learning for Earthquake DetectionCode0
Heterogeneous Graph Structure Learning through the Lens of Data-generating Processes—0
Graph Structure Learning for Tumor Microenvironment with Cell Type Annotation from non-spatial scRNA-seq dataCode0
Extracting Inter-Protein Interactions Via Multitasking Graph Structure Learning—0
A Comprehensive Survey on Spectral Clustering with Graph Structure Learning—0
KANS: Knowledge Discovery Graph Attention Network for Soft Sensing in Multivariate Industrial Processes—0
Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature ScalesCode0
DG-Mamba: Robust and Efficient Dynamic Graph Structure Learning with Selective State Space ModelsCode0
Fine-grained graph representation learning for heterogeneous mobile networks with attentive fusion and contrastive learning—0
Graph Structure Learning with Bi-level Optimization—0
Rethinking Structure Learning For Graph Neural Networks—0
GaGSL: Global-augmented Graph Structure Learning via Graph Information Bottleneck—0
Bi-Level Graph Structure Learning for Next POI Recommendation—0
Hypergraph-based multi-scale spatio-temporal graph convolution network for Time-Series anomaly detection—0
Bridging Large Language Models and Graph Structure Learning Models for Robust Representation Learning—0
Spectrum Prediction via Graph Structure LearningCode0
Boolean Product Graph Neural Networks—0
Online Proximal ADMM for Graph Learning from Streaming Smooth Signals—0
Parkinson's Disease Detection from Resting State EEG using Multi-Head Graph Structure Learning with Gradient Weighted Graph Attention Explanations—0
Multi-Modal Video Dialog State Tracking in the Wild—0
Graph Structure Learning with Interpretable Bayesian Neural Networks—0
Graph Neural Networks in Histopathology: Emerging Trends and Future Directions—0
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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