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4 papers in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

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  1. WIPSNet: Deep Learning for Paediatric Wheeze Detection from Overnight Impedance Pneumography

    Sep 30, 2026Felix Oury, Harley Day, Karina Mayoral +3Respiratory MotionSleep

    Department of Computing, Imperial College London, London, United Kingdom · Department of Bioengineering, Imperial College London, London, United Kingdom · National Heart and Lung Institute and Centre for Paediatrics and Child Health, Imperial College London, London, United Kingdom; Department of Respiratory Paediatrics, Royal Brompton Hospital, London, United Kingdom +1

  2. Temporal Graph Learning of Wearable Actigraphy and Sleep Traces for Modelling Adolescent Crystallized Intelligence

    Sep 27, 2026Md. Tanvir Rahman, Nabil Anan Orka, Asaduzzaman Khan +1SleepGeneral Intelligence

    School of Health and Rehabilitation Sciences, The University of Queensland, QLD 4072, Australia

  3. Edge AI on Constrained Devices for Binary Sleep-Wake Classification in Dynamic Environments

    Sep 24, 2026Stefan Reitmann, Lena OdenResource-Constrained Edge DevicesSleep

    Faculty of Computer Science, Chemnitz University of Technology, Chemnitz, Germany · Faculty of Computer Science, University of Hagen, Hagen, Germany

  4. Toward Personalized Sleep Guidance from Wearable Data Using Language Models

    Sep 18, 2026Yusheng Tan, Running Zhao, Sofia Angel +14SleepLarge Language Model Personalization

    The University of Chicago · Baylor College of Medicine · Georgetown University School of Medicine

  5. SleepWalking: Privileged Representation Shaping for End-to-End Blind Locomotion in Legged Robots

    Aug 31, 2026Zheng Pan, Tenghui Wang, Peilin Li +5Agile LocomotionLegged Robots

    Northwestern Polytechnical University, Xi’an 710072, China · Shanghai Jiao Tong University, Shanghai 200240, China · Yunmu Intelligent Manufacturing Co., Ltd., Jiangsu 215400, China

  6. 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 +2SleepScoring

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

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

    Aug 3, 2026Chongjian Wang, Junjie GaoSleepRepresentation Learning

    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

  8. Asleep at the Wheel: JEPA's Limitations in Evaluating Novel Driving Data

    Aug 2, 2026Advait Pavuluri, Shamik Karkhanis, Uzma MushtaqueNaturalistic Driving DataVideo Joint Embedding Predictive Architecture

    Rensselaer Polytechnic Institute, Troy, NY, USA

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

    Aug 2, 2026Shuntian Zheng, Jiawei Wang, Cong Fu +4SleepRemote Photoplethysmography

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

  10. LEEPS: Latent-Guided Explore-Exploit Prompt Sampling for Efficient RLVR in Large Language Models

    Jul 30, 2026Shuang Liang, Haoyang Zhou, Yifan Gong +2Reinforcement Learning With Verifiable RewardLLM Reasoning Strategies

    Renmin University of China · AntGroup

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

    Jul 28, 2026Chongjian Wang, Zhenghang Hou, Junjie Gao +3SleepElectroencephalography

    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

  12. Agentic AI-enabled discovery across large-scale sleep physiology

    Jul 28, 2026Rahul Thapa, Umaer Hanif, Robin Guillard +10SleepPhysiological Data

    Department of Biomedical Data Science, Stanford University, Stanford, CA, USA · Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark · Danish Center for Sleep Medicine, Department of Clinical Neurophysiology, Glostrup, Denmark +6

  13. StageGuard: Physiologically Constrained Sleep Staging

    Jul 25, 2026Juntang Wang, Yihan Wang, Hao Wu +3SleepPhysiological Data

    Zu Chongzhi Center, Duke Kunshan University Kunshan, China

  14. AgentOmnia: Scaling Agentic Models for Full-Scenario Applications

    Jul 25, 2026Hao Jiang, Gangtao Xin, Yingdi Huang +35Agentic FrameworkSingle-Agent Baselines

    Huawei Cloud Post-Training Team

  15. ASTRA-Net: Anatomy-Specific Transfer and Representation Alignment for Drug-Induced Sleep Endoscopy Segmentation

    Jul 23, 2026Suhua Sun, Yuqiao Wang, Sheng Liu +6U-NetColonoscopy

    Department of Otolaryngology, Peking University Third Hospital, Beijing, China · Institute of Medical Technology, Peking University Health Science Center, Beijing, China · National Biomedical Imaging Center, College of Future Technology, Peking University, Beijing, China

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

    Jul 11, 2026Dibakar SigdelElectroencephalographySleep

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

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

    Jul 6, 2026Zihao Wei, Yulin Gong, Yudan LvSleepSmall-Sample Electroencephalogram Datasets

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

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

    Jul 6, 2026Zhi Lu, Yang Hu, Yan ChenSleepMultimodal Domain Generalization

    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

  19. Machine Learning for Depression Screening and Intervention: an Original Circadian Rhythm Score-based Methodology

    Jul 6, 2026Bin Wang, Shuo Lian, Yuanyuan Hou +5DepressionSleep

    Faculty of Information Science and Engineering Ocean University of China Qingdao, China · Department of Rehabilitation Medicine The Affiliated Hospital of Qingdao University Qingdao, China · School of Intelligent Medicine Chengdu University of Traditional Chinese Medicine Chengdu, China +1

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

    Jul 4, 2026Zhoujie Hou, Song Wang, Kexin Lou +3SleepElectroencephalography Foundation Models

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

  21. Better Adherence, Richer Context: A Field Evaluation of LLM-Powered Conversational Voice Diaries for Sleep

    Jun 17, 2026Amama Mahmood, Bokyung Kim, Honghao Zhao +4SleepContext-Sensitive Daily Routines

    The Johns Hopkins University, USA · Department of Psychiatry and Behavioral Sciences, The Johns Hopkins University School of Medicine, USA

  22. Beyond AHI: An Interpretable Causal-Discovery-Guided Framework for Sleep Recovery in Connected Health

    Jun 16, 2026Saba A. Farahani, Elahe Khatibi, Manoj Vishwanath +2SleepPhysiological Data

    University of California, Irvine, CA, USA

  23. When Robots Sleep: Offline Skill Consolidation for Shared-Policy Robot Learning

    Jun 16, 2026Nethmi Jayasinghe, Diana Gontero, Amit Ranjan TrivediScalable Robot LearningHuman-To-Robot Transfer

    Department of Electrical and Computer Engineering, University of Illinois at Chicago, Chicago, IL, USA.

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

    Jun 11, 2026Stanisław Narębski, Tomasz Komendziński, Tomasz M. RutkowskiSleepElectroencephalography

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

  25. 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 +1SleepElectroencephalography

    Islamic University of Technology · Seoul National University

  26. Language Models Need Sleep: Learning to Self-Modify and Consolidate Memories

    Jun 2, 2026Ali Behrouz, Farnoosh Hashemi, Adel Javanmard +1Replay-Based Continual LearningContinual Learning

    Google

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

    May 31, 2026Guisong Liu, Pengfei Wei, Jainsong Zhang +1SleepTemporal Attention

    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

  28. Longitudinal Multimodal Sensing of Physical Activity and Well-Being in Older Adults

    May 29, 2026Flavio Di Martino, Mattia G. Campana, Marcello Magno +2Wearable PhysiologyMulti-Modal Sensing

    IIT-CNR, Pisa, Italy · IFC-CNR, Pisa, Italy

  29. A Multi-dimensional Framework for Evaluating Generalization in EEG Foundation Models

    May 27, 2026Aditya Kommineni, Emily Zhou, Kleanthis Avramidis +2Electroencephalography Foundation ModelsWireless Foundation Models

    Signal Analysis and Interpretation Laboratory, University of Southern California, USA

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

    May 25, 2026Eldiane Borges dos Santos Durães, João Batista FlorindoSleepSelf-Supervised Learning

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

  31. Do Language Models Need Sleep? Offline Recurrence for Improved Online Inference

    May 25, 2026Sangyun Lee, Sean McLeish, Tom Goldstein +1LLM Inference OptimizationFast Inference

    Carnegie Mellon University · University of Maryland

  32. Structured Visual Evidence Decomposition for Evidence-Grounded Multimodal Screening of Obstructive Sleep Apnea-Hypopnea Syndrome

    May 23, 2026Chen Zhan, Yingchen Wei, Xiaoyu Tan +2ScreeningMultimodal Clinical Data

    School of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai 200438, China · Tencent Youtu Lab, Shanghai 200233, China · ENT Institute and Department of Otorhinolaryngology, Eye & ENT Hospital of Fudan University, Shanghai 200031, China +1

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

    May 19, 2026Emil Hardarson, Konstantin Popov, Sigridur Sigurdardottir +3SleepDeep Learning

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

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

    May 16, 2026Yunzhi Tian, Dekui Wang, Qirong Bu +3SleepMulti-Modal Data

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

  35. Uncovering Trajectory and Topological Signatures in Multimodal Pediatric Sleep Embeddings

    May 13, 2026Scott Ye, Harlin LeeSleepMultimodal Embeddings

    Department of Radiology, University of California, San Francisco · School of Data Science and Society, University of North Carolina at Chapel Hill

  36. SleepWalk: A Three-Tier Benchmark for Stress-Testing Instruction-Guided Vision-Language Navigation

    May 11, 2026Niyati Rawal, Sushant Ravva, Shah Alam Abir +5Vision-Language NavigationSpatial Reasoning

    † Indian AI Research Organization (IAIRO), India · ⋆ĸragya Lab, BITS Pilani Goa, India · ¶ University of Dhaka, Bangladesh +3

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

    May 11, 2026Guisong Liu, Xin Gao, Martin Dresler +2SleepSpatio-Temporal Transformers

    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

  38. Human-Inspired Memory Architecture for LLM Agents

    May 8, 2026Doga Kerestecioglu, Alexei Robsky, Clemens Vasters +2Peak MemoryLarge Language Model Agents

    Microsoft

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

    May 7, 2026Unaza Tallal, Shruti Kshirsagar, Ankita ShuklaSleepElectroencephalography

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

  40. ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration

    May 4, 2026Ruofeng Yang, Yongcan Li, Shuai LiResearch AutomationAdversarial Robustness

    Shanghai Jiao Tong University · Shanghai Innovation Institute

  41. Pretraining on Sleep Data Improves non-Sleep Biosignal Tasks

    May 4, 2026William Lehn-Schiøler, Magnus Ruud Kjær, Phillip Hempel +7SleepElectroencephalography Foundation Models

    BrainCapture ApS, Kongens Lyngby, Denmark · DTU Health Tech, Technical University of Denmark, Kongens Lyngby, Denmark · DTU Compute, Technical University of Denmark, Kongens Lyngby, Denmark +4

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

    May 4, 2026S M Asif Hossain, Shruti KshirsagarSleepCohort

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

  43. Learning Behavioral Signals from Encrypted Smartphone Network Traffic

    May 2, 2026Rameen Mahmood, Omar El Shahawy, Souptik Barua +5Network TrafficSleep

    New York University, USA · NYU Langone Health, USA · NYU Grossman School of Medicine, USA +3

  44. DreamProver: Evolving Transferable Lemma Libraries via a Wake-Sleep Theorem-Proving Agent

    Apr 29, 2026Youyuan Zhang, Jialiang Sun, Hangrui Bi +4Theorem ProvingInduction

    University of Toronto · UC Berkeley

  45. SCM: Sleep-Consolidated Memory with Algorithmic Forgetting for Large Language Models

    Apr 22, 2026Saish Sachin ShindeLarge Language Model MemoryCatastrophic Forgetting

    Clyrai IP Studio

  46. An AI Co-Data-Scientist for Prioritizing Candidate Biomarkers from Wearable Sensor Data

    Apr 16, 2026Yubin Kim, Salman Rahman, Samuel Schmidgall +33Wearable PhysiologyBiomarker

    Google Research · Massachusetts Institute of Technology · Google DeepMind +7

  47. SleepLM: Natural-Language Intelligence for Human Sleep

    Feb 27, 2026Zongzhe Xu, Zitao Shuai, Eideen Mozaffari +3SleepMotion-Language Alignment

    University of California, Los Angeles

  48. OSF: On Pre-training and Scaling of Sleep Foundation Models

    Feb 27, 2026Zitao Shuai, Zongzhe Xu, David Yang +2SleepPretraining

    University of California, Los Angeles · Emory University

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

    Dec 16, 2025Niklas Grieger, Jannik Raskob, Siamak Mehrkanoon +1SleepElectroencephalography

    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

  50. What your brain activity says about you: A review of neuropsychiatric disorders identified in resting-state and sleep EEG data

    Oct 6, 2025J. E. M. Scanlon, A. Pelzer, M. Gharleghi +6ElectroencephalographySleep

    Fraunhofer Institute for Digital Media Technology, Branch Hearing, Speech and Audio Technology, Oldenburg, Germany · Fraunhofer Institute for Digital Media Technology, Ilmenau, Germany · Department of Psychiatry and Psychotherapy, University Medical Center Schleswig-Holstein (UKSH), Kiel, Germany +1

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

    Aug 6, 2025Zahra Mohammadi, Parnian Fazel, Siamak MohammadiSleepElectrocardiogram Classification

    School of Electrical and Computer Engineering, University of Tehran.

  52. SLEEPING-DISCO 9M: A large-scale pre-training dataset for generative music modeling

    Jun 17, 2025Tawsif Ahmed, Andrej Radonjic, Gollam RabbyText-To-MusicGenerative Music

    Sleeping AI · Wynd Labs · L3S Research Centre, Leibniz University Hannover