Sleep Quality

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

No dataset record in the archive lists this task.

Subtasks archive 2025-07-28

8 subtasks in the archive's task tree.

Most implemented papers archive 2025-07-28

17 shown of 17 papers with code (61 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Long-term consequences of COVID-19 on sleep, mental health, fatigue, and cognition: a preliminary study
  1 May 2025 2 repositories listed
  This cross-sectional study aims to investigate depression, fatigue, sleep quality, and cognitive dysfunction, particularly working memory, in individuals with PCS compared to a healthy control group.
• ZzzGPT: An Interactive GPT Approach to Enhance Sleep Quality
  24 Oct 2023 2 repositories listed
  This paper explores the intersection of technology and sleep pattern comprehension, presenting a cutting-edge two-stage framework that harnesses the power of Large Language Models (LLMs).
• Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework
  18 Feb 2025 1 repository listed
  This approach enables the model to learn highly expressive representations of PSG data.
• PixleepFlow: A Pixel-Based Lifelog Framework for Predicting Sleep Quality and Stress Level
  13 Feb 2025 1 repository listed
  The analysis of lifelogs can yield valuable insights into an individual's daily life, particularly with regard to their health and well-being.
• ST-USleepNet: A Spatial-Temporal Coupling Prominence Network for Multi-Channel Sleep Staging
  21 Aug 2024 1 repository listed Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
  The ST module converts raw signals into a spatial-temporal graph based on signal similarity, temporal, and spatial relationships to model spatial-temporal coupling patterns.
• Continuous Sleep Depth Index Annotation with Deep Learning Yields Novel Digital Biomarkers for Sleep Health
  5 Jul 2024 1 repository listed
  Traditional sleep staging categorizes sleep and wakefulness into five coarse-grained classes, overlooking subtle variations within each stage.
• Effect of caffeine and energy drinks on sleep quality and brain activity in college students
  2 Jul 2024 1 repository listed
  This study investigates the impact of caffeine and energy drink consumption on sleep quality and brain activity among college students.
• An Interpretable and Efficient Sleep Staging Algorithm: DetectsleepNet
  27 Jun 2024 1 repository listed
  2) Constructure an efficient lightweight sleep staging model named DetectsleepNet-tiny based on DetectsleepNet, which has just 6% of the parameter numbers of existing models, but its accuracy exceeds 99% of…
• Comparison analysis between standard polysomnographic data and in-ear-EEG signals: A preliminary study
  18 Jan 2024 1 repository listed
  On average, we demonstrate a high similarity between PSG and in-ear-EEG signals in terms of JSD-FSI (0.
• A Knowledge Distillation Framework For Enhancing Ear-EEG Based Sleep Staging With Scalp-EEG Data
  27 Oct 2022 1 repository listed
  Sleep plays a crucial role in the well-being of human lives.
• DeepSleep 2.0: Automated Sleep Arousal Segmentation via Deep Learning
  1 Mar 2022 1 repository listed
  DeepSleep 2.
• Advanced sleep spindle identification with neural networks
  6 Feb 2022 1 repository listed
  Our model's performance exceeds that of the state-of-the-art detector and of most experts in the MODA dataset.
• MAUS: A Dataset for Mental Workload Assessmenton N-back Task Using Wearable Sensor
  3 Nov 2021 1 repository listed
  Besides, we also presents a reproducible baseline system as a preliminary benchmark (The code of the baseline system on MAUS dataset is available on Github: https://github.
• Quantified Sleep: Machine learning techniques for observational n-of-1 studies
  14 May 2021 1 repository listed
  This paper applies statistical learning techniques to an observational Quantified-Self (QS) study to build a descriptive model of sleep quality.
• An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG
  28 Apr 2021 1 repository listed
  The MRCNN can extract low and high frequency features and the AFR is able to improve the quality of the extracted features by modeling the inter-dependencies between the features.
• Deepsleep: Fast and Accurate Delineation of Sleep Arousals at Millisecond Resolution by Deep Learning
  7 Sep 2019 1 repository listed
  Background: Sleep arousals are transient periods of wakefulness punctuated into sleep.
• DOSED: a deep learning approach to detect multiple sleep micro-events in EEG signal
  7 Dec 2018 1 repository listed
  The proposed approach, applied here on sleep related micro-architecture events, is inspired by object detectors developed for computer vision such as YOLO and SSD.

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.