| Continuous Sleep Depth Index Annotation with Deep Learning Yields Novel Digital Biomarkers for Sleep Health | Jul 5, 2024 | Sleep QualitySleep Staging | CodeCode Available | 1 | 5 |
| DeepSleep 2.0: Automated Sleep Arousal Segmentation via Deep Learning | Mar 1, 2022 | DecoderDeep Learning | CodeCode Available | 1 | 5 |
| An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG | Apr 28, 2021 | Automatic Sleep Stage ClassificationEEG | CodeCode Available | 1 | 5 |
| A Knowledge Distillation Framework For Enhancing Ear-EEG Based Sleep Staging With Scalp-EEG Data | Oct 27, 2022 | Domain AdaptationEEG | CodeCode Available | 1 | 5 |
| Advanced sleep spindle identification with neural networks | Feb 6, 2022 | DiagnosticEEG | CodeCode Available | 1 | 5 |
| Quantified Sleep: Machine learning techniques for observational n-of-1 studies | May 14, 2021 | BIG-bench Machine LearningDescriptive | CodeCode Available | 1 | 5 |
| Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework | Feb 18, 2025 | Contrastive LearningDiagnostic | CodeCode Available | 1 | 5 |
| Effect of caffeine and energy drinks on sleep quality and brain activity in college students | Jul 2, 2024 | EEGSleep Quality | CodeCode Available | 0 | 5 |
| Long-term consequences of COVID-19 on sleep, mental health, fatigue, and cognition: a preliminary study | May 1, 2025 | Sleep Quality | CodeCode Available | 0 | 5 |
| ST-USleepNet: A Spatial-Temporal Coupling Prominence Network for Multi-Channel Sleep Staging | Aug 21, 2024 | graph constructionImage Segmentation | CodeCode Available | 0 | 5 |
| ZzzGPT: An Interactive GPT Approach to Enhance Sleep Quality | Oct 24, 2023 | Sleep Quality | CodeCode Available | 0 | 5 |
| DOSED: a deep learning approach to detect multiple sleep micro-events in EEG signal | Dec 7, 2018 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| An Interpretable and Efficient Sleep Staging Algorithm: DetectsleepNet | Jun 27, 2024 | Computational EfficiencyEEG | CodeCode Available | 0 | 5 |
| MAUS: A Dataset for Mental Workload Assessmenton N-back Task Using Wearable Sensor | Nov 3, 2021 | Electrocardiography (ECG)Sleep Quality | CodeCode Available | 0 | 5 |
| Comparison analysis between standard polysomnographic data and in-ear-EEG signals: A preliminary study | Jan 18, 2024 | EEGfeature selection | CodeCode Available | 0 | 5 |
| PixleepFlow: A Pixel-Based Lifelog Framework for Predicting Sleep Quality and Stress Level | Feb 13, 2025 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 0 | 5 |
| Deepsleep: Fast and Accurate Delineation of Sleep Arousals at Millisecond Resolution by Deep Learning | Sep 7, 2019 | Sleep Arousal DetectionSleep Micro-event detection | CodeCode Available | 0 | 5 |
| Bidirectional Inference Networks: A Class of Deep Bayesian Networks for Health Profiling | Feb 6, 2019 | Computational EfficiencyEEG | —Unverified | 0 | 0 |
| A Wearable EEG System for Closed-Loop Neuromodulation of High-Frequency Sleep-Related Oscillations | Dec 21, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 | 0 |
| A machine-learning sleep-wake classification model using a reduced number of features derived from photoplethysmography and activity signals | Aug 7, 2023 | Photoplethysmography (PPG)Sleep Quality | —Unverified | 0 | 0 |
| Automated Detection of Rest Disruptions in Critically Ill Patients | Apr 21, 2020 | Sleep Quality | —Unverified | 0 | 0 |
| Extraction of Sleep Information from Clinical Notes of Patients with Alzheimer's Disease Using Natural Language Processing | Mar 8, 2022 | Language ModellingLarge Language Model | —Unverified | 0 | 0 |
| Exploration of LLMs, EEG, and behavioral data to measure and support attention and sleep | Aug 1, 2024 | EEGElectroencephalogram (EEG) | —Unverified | 0 | 0 |
| A Single Channel-Based Neonatal Sleep-Wake Classification using Hjorth Parameters and Improved Gradient Boosting | Aug 15, 2024 | ClassificationEEG | —Unverified | 0 | 0 |
| A Closed-loop Sleep Modulation System with FPGA-Accelerated Deep Learning | Nov 19, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 | 0 |
