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graph structure learning

58 papers

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Also known as

GSL

Co-occurring keywords

graph neural network (3962) node classification (482) representation learning (6206) graphical model (864) gaussian graphical model (106) graph convolutional network (658) structure learning (341) unsupervised learning (3264) multivariate time series (139) graph embedding (349)

Papers

Discrete Structure Augmentation for Graph Convolutional Networks AAAI 2026
DARLING: Dual Hypergraph-Enhanced Curriculum-Guided Graph Structure Learning for Node Classification AAAI 2026
Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature Scales AAAI 2025
Seeing Beyond Noise: Joint Graph Structure Evaluation and Denoising for Multimodal Recommendation AAAI 2025
A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge Graphs ACL 2025
DG-Mamba: Robust and Efficient Dynamic Graph Structure Learning with Selective State Space Models AAAI 2025
Towards Explainable and Unprecedented Accuracy in Matching Challenging Finger Crease Patterns CVPR 2025
GRAPE: Heterogeneous Graph Representation Learning for Genetic Perturbation with Coding and Non-Coding Biotype IJCAI 2025
SURER: Structure-Adaptive Unified Graph Neural Network for Multi-View Clustering AAAI 2024
Unsupervised Deep Graph Structure and Embedding Learning IJCAI 2024
A Variational Autoencoder for Neural Temporal Point Processes with Dynamic Latent Graphs AAAI 2024
Neural Gaussian Similarity Modeling for Differential Graph Structure Learning AAAI 2024
Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure Learning NIPS 2024
Structural Entropy Based Graph Structure Learning for Node Classification AAAI 2024
Exploration of the Search Space of Gaussian Graphical Models for Paired Data JMLR 2024
S2GSL: Incorporating Segment to Syntactic Enhanced Graph Structure Learning for Aspect-based Sentiment Analysis ACL 2024
OpenGSL: A Comprehensive Benchmark for Graph Structure Learning NIPS 2023
Adaptive Structure Induction for Aspect-based Sentiment Analysis with Spectral Perspective EMNLP 2023
GSLB: The Graph Structure Learning Benchmark NIPS 2023
DBGSL: Dynamic Brain Graph Structure Learning MIDL 2023
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting AAAI 2023
Learning Adaptive Neighborhoods for Graph Neural Networks ICCV 2023
Self-Organization Preserved Graph Structure Learning with Principle of Relevant Information AAAI 2023
Graph Structure Learning on User Mobility Data for Social Relationship Inference AAAI 2023
Low Tree-Rank Bayesian Vector Autoregression Models JMLR 2023