Research graph
References from Improving Graph-Based Sleep Staging with Shared Waveform Node Representations. Local targets link to admitted publications; unresolved targets remain external evidence.
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External reference
Interrater reliability of sleep stage scoring: A meta-analysis
10.5664/jcsm.9538 · 2022 · External reference
DeepSleepNet: A Model for Automatic Sleep Stage Scoring Based on Raw Single-Channel EEG
10.1109/tnsre.2017.2721116 · 2017 · External reference
10.1109/embc44109.2020.9176741
10.1109/embc44109.2020.9176741 · External reference
10.1371/journal.pone.0216456
10.1371/journal.pone.0216456 · External reference
SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging
10.1109/tnsre.2019.2896659 · 2019 · External reference
Intra- and inter-epoch temporal context network (IITNet) using sub-epoch features for automatic sleep scoring on raw single-channel EEG
10.1016/j.bspc.2020.102037 · 2020 · External reference
L-SeqSleepNet: Whole-cycle Long Sequence Modeling for Automatic Sleep Staging
10.1109/jbhi.2023.3303197 · 2023 · External reference
An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG
10.1109/tnsre.2021.3076234 · 2021 · External reference
SleepTransformer: Automatic Sleep Staging With Interpretability and Uncertainty Quantification
10.1109/tbme.2022.3147187 · 2022 · External reference
FlexSleepTransformer: A transformer-based sleep staging model with flexible input channel configurations
10.1038/s41598-024-76197-0 · 2024 · External reference
A multimodal sleep foundation model for disease prediction
10.1038/s41591-025-04133-4 · 2026 · External reference
A unified time-frequency foundation model for sleep decoding
10.1038/s41467-025-67970-4 · 2026 · External reference
Generalizable Sleep Staging via Multi-Level Domain Alignment
2024 · External reference
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Unresolved reference
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10.24963/ijcai.2020/184
10.24963/ijcai.2020/184 · External reference
Multi-View Spatial-Temporal Graph Convolutional Networks With Domain Generalization for Sleep Stage Classification
10.1109/tnsre.2021.3110665 · 2021 · External reference
ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation
10.1016/j.neunet.2023.05.016 · 2023 · External reference
Jumping Knowledge Based Spatial-Temporal Graph Convolutional Networks for Automatic Sleep Stage Classification
10.1109/tnsre.2022.3176004 · 2022 · External reference
10.3389/fnins.2023.1158246
10.3389/fnins.2023.1158246 · External reference
SAGSleepNet: A deep learning model for sleep staging based on self-attention graph of polysomnography
10.1016/j.bspc.2023.105062 · 2023 · External reference
MMSleepGNet: Mixed Multibranch Sequential Fusion Model Based on Graph Convolutional Network for Automatic Sleep Staging
2024 · External reference
ASTGSleep: Attention-Based Spatial–Temporal Graph Network for Sleep Staging
2025 · External reference
Effect of Data Representation for Time Series Classification—A Comparative Study and a New Proposal
10.3390/make1040062 · 2019 · External reference
Analysis of a sleep-dependent neuronal feedback loop: The slow-wave microcontinuity of the EEG
10.1109/10.867928 · 2000 · External reference
PhysioNet as a Global Platform for Biomedical Research
10.1038/s44360-026-00096-z · 2026 · External reference
ISRUC-Sleep: A comprehensive public dataset for sleep researchers
10.1016/j.cmpb.2015.10.013 · 2016 · External reference
ANPHY-Sleep: An Open Sleep Database from Healthy Adults Using High-Density Scalp Electroencephalogram
10.1038/s41597-024-03722-1 · 2024 · External reference
