Sleep staging leaderboard

isruc-s1: balanced accuracy

Name: isruc-s1 balanced accuracy leaderboard: sleep staging
Creator: ChatPPG
License: https://creativecommons.org/licenses/by/4.0/

1 reported result for sleep staging on isruc-s1, ranked by balanced accuracy. Every row cites its source publication.

Last updated Oct 19, 2026

This page ranks every result ChatPPG has recorded for sleep staging on isruc-s1, measured by Balanced accuracy (HAR / class-imbalance) (higher is better). Each number is copied from the publication cited in its row, and ranks apply only within this dataset and metric.

Only one result has been reported on this dataset and metric so far, so this is a reference point rather than a multi-method comparison.

Sleep staging: isruc-s1, Balanced accuracy (HAR / class-imbalance). Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	Balanced accuracy (HAR / class-imbalance)↑ Higher is better
1	SpecBraM SpecBraM: What Should an EEG Foundation Model Predict? Masked Band-Power Prediction versus Waveform Reconstruction Evaluation details ISRUC subgroup I, EEG, frozen features + strict linear probe, mean ± sd over 3 pretrain seeds (±0.0081); full fine-tune 0.8107 Weights: not released Reported as of: 2026-10-07	0.7916

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-10-07.

Sources on this board

SpecBraM: What Should an EEG Foundation Model Predict? Masked Band-Power Prediction versus Waveform ReconstructionarXiv preprint · 2026

Related leaderboards

Sleep staging on other datasets

Data and submissions

Downloads of every leaderboard (JSON and CSV) are free for members. Sign in to download.Missing a published result? Email hello@chatppg.com with the paper link and the exact table it comes from.

Cite or reuse this

CC BY 4.0ChatPPG compiled this data. You can copy, adapt and republish it, including in articles, slides, papers and AI tools, as long as you credit ChatPPG and link to this page. Please also cite the original studies for any number you use.

Attribution

Source: ChatPPG, isruc-s1 balanced accuracy leaderboard: sleep staging, https://chatppg.com/research/leaderboards/sleep-staging/isruc-s1-balanced-accuracy (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/sleep-staging/isruc-s1-balanced-accuracy">ChatPPG, isruc-s1 balanced accuracy leaderboard: sleep staging</a> (<a href="https://creativecommons.org/licenses/by/4.0/" rel="license">CC BY 4.0</a>)

Cite the page URL and the date you accessed it. Please also cite the original publications listed above.

APA

ChatPPG. (2026). isruc-s1 balanced accuracy leaderboard: sleep staging [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/sleep-staging/isruc-s1-balanced-accuracy

BibTeX

@misc{chatppg_sleep_staging_isruc_s1_balanced_accuracy,
  author       = {{ChatPPG}},
  title        = {{isruc-s1 balanced accuracy leaderboard: sleep staging}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-staging/isruc-s1-balanced-accuracy}},
  note         = {ChatPPG Research Hub}
}

CITATION.cff

cff-version: 1.2.0
message: "If you use this resource, please cite it as below."
type: dataset
title: "isruc-s1 balanced accuracy leaderboard: sleep staging"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/sleep-staging/isruc-s1-balanced-accuracy"
date-released: "2026-10-19"