Sleep Stage Classification

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2 papers in the last four weeks, down 67% on the four weeks before. 0.0% of all new papers.

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  1. SpecBraM: What Should an EEG Foundation Model Predict? Masked Band-Power Prediction versus Waveform Reconstruction

    Oct 5, 2026Peng Xie, Yequan Bie, Jianda Mao +1ElectroencephalographySleep Stage Classification

    The Hong Kong University of Science and Technology

  2. COVER: Learning to Accept More in Selective Sleep Staging

    Oct 2, 2026Yukai Song, Yangfan Deng, Jijun Yin +2Selective PredictionSleep Stage Classification

    Department of Electrical and Computer Engineering, University of Pittsburgh · Department of Electrical and Computer Engineering, University of Pittsburgh, Pittsburgh, PA, USA · Department of Electrical and Computer Engineering, University of Maryland, College Park +1

  3. SemPSG: A Semantic Channel-Aware Foundation Model for Polysomnography Analysis

    Sep 29, 2026Junyu Chen, Chenxi Liu, Shiqin Tang +5Time Series Representation LearningTime-Series Foundation Models

    Center for Artificial Intelligence and Robotics, Hong Kong Institute of Science & Innovation, CAS · Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China · Department of Operations and Technology, Technical University of Munich

  4. Learning transferable human physiology from two million hours of sleep with SleepFM-2

    Sep 6, 2026Rahul Thapa, Christopher Sun, William Theodor Lehn-Schioler +14Clinical Outcome PredictionMultimodal Pretraining

    Department of Biomedical Data Science, Stanford University, Stanford, CA, USA · Department of Computer Science, Stanford University, Stanford, CA, USA · BrainCapture, Kongens Lyngby, Denmark +6

  5. Subject-Relative Micro-Motion and Sleep Dynamics for Near-Infrared Video Sleep Staging

    Sep 3, 2026Kunmin Jang, You Rim Choi, Hun Heo +5Sleep Stage ClassificationVideo Representation Learning

    Seoul National University · Seoul National University Hospital

  6. NanoSleep: A Parameter-Efficient Hybrid Temporal Convolutional Network for Single-Channel Sleep Stage Classification

    Aug 19, 2026S M Asif Hossain, Shruti KshirsagarSleep Stage ClassificationLightweight CNNs

    School of Computing, Wichita State University, Kansas, USA

  7. DualStabSleepNet: A Dual-Domain Diffusion Stabilization Network for Robust Sleep Staging

    Aug 17, 2026Chongjian Wang, Chen Liu, Junjie Gao +3Sleep Stage ClassificationNeural Network Robustness

    School of Mathematics and Systems Science, Shandong University of Science and Technology, Qingdao, 266590, Shandong, China · School of Artificial Intelligence, Shandong Women’s University, Jinan, 250352, Shandong, China · School of Computer Science and Engineering, South China University of Technology, Guangzhou, 510641, Guangdong, China

  8. Comparative Analysis of State-of-the-Art Foundation Models for Sleep Analysis Under Channel Reduction

    Aug 14, 2026Hassan Mehdi, Riku Klen, Ayse Kosal Bulbul +5Sleep Stage ClassificationEEG Foundation Models

    Institute of Biomedicine, University of Turku, Finland · Turku PET Centre, University of Turku and Turku University Hospital, Finland · University College Cork, Ireland +3

  9. Personalized Scorer Modeling: A Learning-Based Framework for Deriving Robust Sleep Stage Labels from Multiple Experts

    Aug 12, 2026Seyyed Ali Hoseini, Javad Baseri, Hamid Saadatfar +2Sleep Stage ClassificationHuman-in-the-Loop Annotation

    Department of Electrical and Computer Engineering, University of Birjand, Birjand, South Khorasan, Iran

  10. SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2)

    Aug 3, 2026Chongjian Wang, Junjie GaoSleep Stage ClassificationHybrid CNN-Transformer Architectures

    School of Mathematics and Systems Science, Shandong University of Science and Technology, Qingdao 266590, Shandong, China · School of Artificial Intelligence, Shandong Women’s University, Jinan 250352, Shandong, China

  11. Rethinking PPG-based Sleep Staging: Datasets, Metrics, and Benchmarks

    Aug 2, 2026Shuntian Zheng, Jiawei Wang, Cong Fu +4Sleep Stage ClassificationPhotoplethysmography

    Department of Computer Science, The University of Warwick · School of Engineering, The University of Warwick · Department of Neurology, Huashan Hospital, Fudan University +2

  12. LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging

    Jul 28, 2026Chongjian Wang, Zhenghang Hou, Junjie Gao +3Cross-Subject EEG DecodingElectroencephalography

    School of Mathematics and Systems Science, Shandong University of Science and Technology, Qingdao, 266590, Shandong, China · School of Artificial Intelligence, Shandong Women’s University, Jinan, 250352, Shandong, China · School of Computer Science and Engineering, South China University of Technology, Guangzhou, 510641, Guangdong, China

  13. StageGuard: Physiologically Constrained Sleep Staging

    Jul 25, 2026Juntang Wang, Yihan Wang, Hao Wu +3Constrained DecodingSleep Stage Classification

    Zu Chongzhi Center, Duke Kunshan University Kunshan, China

  14. The RG-Flow Transformer: Encoding Scale-Free Dynamics in Scarce EEG

    Jul 11, 2026Dibakar SigdelTransformer InterpretabilityElectroencephalography

    Mindverse Computing LLC, Lynnwood, WA 98087 · 1Mindverse Computing LLC, Lynnwood, WA 98087

  15. Lightweight ML-Based Automatic Sleep Staging Framework with Constrained CNN and Mamba for Small-Sample EEG Datasets

    Jul 6, 2026Zihao Wei, Yulin Gong, Yudan LvEfficient Neural Network InferenceElectroencephalography

    School of Electronic Information Engineering, Changchun University of Science and Technology, Changchun 130022, Jilin Province, China · Jilin University, Changchun 130012, Jilin Province, China

  16. SleepBand: Single-Source Domain Generalization for Sleep Staging via Physiologically Structured Spectral Modeling

    Jul 6, 2026Zhi Lu, Yang Hu, Yan ChenSleep Stage ClassificationEEG Decoding

    Laboratory of Intelligent Collaborative Computing, University of Electronic Science and Technology of China, Chengdu 611731, China · School of Information Science and Technology, University of Science and Technology of China, Hefei 230026, China · School of Cyber Science and Technology, University of Science and Technology of China, Hefei 230026, China

  17. Omni-Sleep: A Sleep Foundation Model via Hierarchical Contrastive Learning of CNS-ANS Dynamics

    Jul 4, 2026Zhoujie Hou, Song Wang, Kexin Lou +3Sleep Stage ClassificationLatent Dynamics Modeling

    Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, China · Omni-Intelligence, Shenzhen, China · Shenzhen Loop Area Institute, Shenzhen, China

  18. Deep Sleep Classification via EEG Signal Criticality: A Passive BCI Approach for Sleep-Improvement Neurofeedback

    Jun 11, 2026Stanisław Narębski, Tomasz Komendziński, Tomasz M. RutkowskiSleep Stage ClassificationBrain-Computer Interfaces

    Nicolaus Copernicus University, Toru´n, Poland · Araya Inc., Tokyo, Japan · The University of Tokyo, Tokyo, Japan

  19. Next-Token Prediction Learns Generalisable Representations of Sleep Physiology

    Jun 8, 2026Jonathan F. Carter, Lionel TarassenkoSleep Stage ClassificationTime Series Classification

    Institute of Biomedical Engineering University of Oxford

  20. SleepExplain: Explainable Non-Rapid Eye Movement and Rapid Eye Movement Sleep Stage Classification from EEG Signal

    Jun 5, 2026Rafsan Jany, Md. Hamjajul Ashmafee, Iqram Hussain +1Sleep Stage ClassificationTime Series Classification

    Islamic University of Technology · Seoul National University

  21. Efficient Temporal Modeling for Mobile Sleep Staging via Lightweight Random Attention

    May 31, 2026Guisong Liu, Pengfei Wei, Jainsong Zhang +1Sleep Stage ClassificationAttention Mechanisms

    School of Biological Science and Medical Engineering Southeast University Nanjing, China · School of Computer Science & Software Engineering Shenzhen University Shenzhen, China · Donders Institute for Brain, Cognition and Behaviour Radboud University Medical Center Nijmegen, The Netherlands

  22. Sleep-stage efficient classification using a lightweight self-supervised model

    May 25, 2026Eldiane Borges dos Santos Durães, João Batista FlorindoEfficient Neural Network InferenceSleep Stage Classification

    Institute of Mathematics, Statistics and Scientific Computing, University of Campinas, Street Sergio Buarque de Holanda, 651, Campinas, Brazil

  23. Staging by the Book: Automatic Sleep Stage Classification Using Scoring Rules

    May 19, 2026Emil Hardarson, Konstantin Popov, Sigridur Sigurdardottir +3Sleep Stage ClassificationTime Series Classification

    Department of Computer Science, Reykjavik University, Reykjavik, Iceland · Reykjavik University Sleep Institute, Reykjavik University, Reykjavik, Iceland · Department of Engineering, Reykjavik University, Reykjavik, Iceland +1

  24. A Conflict-aware Evidential Framework for Reliable Sleep Stage Classification

    May 16, 2026Yunzhi Tian, Dekui Wang, Qirong Bu +3Sleep Stage ClassificationEvidential Deep Learning

    College of Computer Science, Northwest University, Xi’an, China.

  25. Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging

    May 11, 2026Guisong Liu, Xin Gao, Martin Dresler +2Sleep Stage ClassificationTransformer

    School of Biological Science and Medical Engineering Southeast University Nanjing, China · University of Bath Bath, England · Donders Institute for Brain, Cognition and Behaviour Radboud University Medical Center Nijmegen, The Netherlands +1

  26. STDA-Net: Spectrogram-Based Domain Adaptation for cross-dataset Sleep Stage Classification

    May 7, 2026Unaza Tallal, Shruti Kshirsagar, Ankita ShuklaElectroencephalographySleep Stage Classification

    School of Computing, Wichita State University, 1845 N. Fairmount, Wichita, KS 67260, USA · Computer Science and Engineering Department, University of Nevada, Reno, NV, USA

  27. Demographic-Aware Transfer Learning for Sleep Stage Classification in Clinical Polysomnography

    May 4, 2026S M Asif Hossain, Shruti KshirsagarSleep Stage ClassificationFine-Tuning

    School of Computing, Wichita State University, Wichita, Kansas, USA

  28. AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts

    Dec 16, 2025Niklas Grieger, Jannik Raskob, Siamak Mehrkanoon +1ElectroencephalographySleep Stage Classification

    Department of Medical Engineering and Technomathematics, FH Aachen University of Applied Sciences, 52428 Jülich, Germany · Department of Information and Computing Sciences, Utrecht University, Utrecht, The Netherlands · Institute for Data-Driven Technologies, FH Aachen University of Applied Sciences, 52428 Jülich, Germany

  29. Energy-Efficient Real-Time 4-Stage Sleep Classification at 10-Second Resolution

    Aug 6, 2025Zahra Mohammadi, Parnian Fazel, Siamak MohammadiSleep Stage ClassificationEnergy-Efficient ML

    School of Electrical and Computer Engineering, University of Tehran.