| An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG | Apr 28, 2021 | Automatic Sleep Stage ClassificationEEG | CodeCode Available | 1 |
| A Knowledge Distillation Framework For Enhancing Ear-EEG Based Sleep Staging With Scalp-EEG Data | Oct 27, 2022 | Domain AdaptationEEG | CodeCode Available | 1 |
| Continuous Sleep Depth Index Annotation with Deep Learning Yields Novel Digital Biomarkers for Sleep Health | Jul 5, 2024 | Sleep QualitySleep Staging | CodeCode Available | 1 |
| DeepSleep 2.0: Automated Sleep Arousal Segmentation via Deep Learning | Mar 1, 2022 | DecoderDeep Learning | CodeCode Available | 1 |
| Advanced sleep spindle identification with neural networks | Feb 6, 2022 | DiagnosticEEG | CodeCode Available | 1 |
| Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework | Feb 18, 2025 | Contrastive LearningDiagnostic | CodeCode Available | 1 |
| Quantified Sleep: Machine learning techniques for observational n-of-1 studies | May 14, 2021 | BIG-bench Machine LearningDescriptive | CodeCode Available | 1 |
| 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 |
| A Single Channel-Based Neonatal Sleep-Wake Classification using Hjorth Parameters and Improved Gradient Boosting | Aug 15, 2024 | ClassificationEEG | —Unverified | 0 |
| A Closed-loop Sleep Modulation System with FPGA-Accelerated Deep Learning | Nov 19, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Exploration of LLMs, EEG, and behavioral data to measure and support attention and sleep | Aug 1, 2024 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Automated Detection of Rest Disruptions in Critically Ill Patients | Apr 21, 2020 | Sleep Quality | —Unverified | 0 |
| A Wearable EEG System for Closed-Loop Neuromodulation of High-Frequency Sleep-Related Oscillations | Dec 21, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Bidirectional Inference Networks: A Class of Deep Bayesian Networks for Health Profiling | Feb 6, 2019 | Computational EfficiencyEEG | —Unverified | 0 |
| Impact of Physical Activity on Sleep:A Deep Learning Based Exploration | Jul 24, 2016 | Activity RecognitionDeep Learning | —Unverified | 0 |
| A deep learning-enabled smart garment for accurate and versatile sleep conditions monitoring in daily life | Aug 1, 2024 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | —Unverified | 0 |
| Integration of Feature Selection Techniques using a Sleep Quality Dataset for Comparing Regression Algorithms | Mar 4, 2023 | feature selectionPrediction | —Unverified | 0 |
| Detecting Signatures of Early-stage Dementia with Behavioural Models Derived from Sensor Data | Jul 3, 2020 | Sleep Quality | —Unverified | 0 |
| Development of Personalized Sleep Induction System based on Mental States | Dec 12, 2022 | Sleep Quality | —Unverified | 0 |
| Transparency in Sleep Staging: Deep Learning Method for EEG Sleep Stage Classification with Model Interpretability | Sep 10, 2023 | ClassificationDecision Making | —Unverified | 0 |
| An Early Study on Intelligent Analysis of Speech under COVID-19: Severity, Sleep Quality, Fatigue, and Anxiety | Apr 30, 2020 | Sleep Quality | —Unverified | 0 |
| EEG-based Sleep Staging with Hybrid Attention | May 16, 2023 | EEGEEG based sleep staging | —Unverified | 0 |
| 1D Convolutional Neural Network Models for Sleep Arousal Detection | Mar 1, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 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 |
| Actigraphy-based Sleep/Wake Pattern Detection using Convolutional Neural Networks | Feb 22, 2018 | ManagementMulti-Task Learning | —Unverified | 0 |
