Sleep staging leaderboard

Cleveland Family Study (CFS): macro-F1

Name: Cleveland Family Study (CFS) macro-F1 leaderboard: sleep staging
Creator: ChatPPG
License: https://creativecommons.org/licenses/by/4.0/

1 reported result for sleep staging on Cleveland Family Study (CFS), ranked by macro-F1. Every row cites its source publication.

Last updated Oct 26, 2026

Recent changes

Oct 23, 2026
Leaderboard added with 1 result

From the hub's dated sync history: new results as they are added, and SOTA stars as they are awarded or move.

This page ranks every result ChatPPG has recorded for sleep staging on Cleveland Family Study (CFS), measured by Macro-averaged F1 (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: Cleveland Family Study (CFS), Macro-averaged F1. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	Macro-averaged F1↑ Higher is better
1	SleepMaMi SleepMaMi (SNU; macro+micro PSG sleep foundation model, ICML 2026) Evaluation details · open weights Linear probe, CFS held out from pretraining; acc 80.7, κ 72.9; arXiv v3 Table 1 Label set: 5 classes (W, N1, N2, N3, REM) Weights: open Reported as of: 2026-10-23	71.2

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-10-23.

About the dataset

Cleveland Family Study (CFS)NSRR family sleep-apnea PSG2,284 subjects · PPG · PSG

Licence: Not stated

Sources on this board

SleepMaMi: A Universal Sleep Foundation Model for Integrating Macro- and Micro-structuresICML 2026 · 2026

Related leaderboards

Other metrics on Cleveland Family Study (CFS)

Sleep staging
Cleveland Family Study (CFS): AUROC
1 result

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, Cleveland Family Study (CFS) macro-F1 leaderboard: sleep staging, https://chatppg.com/research/leaderboards/sleep-staging/cleveland-family-study-macro-f1 (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/sleep-staging/cleveland-family-study-macro-f1">ChatPPG, Cleveland Family Study (CFS) macro-F1 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). Cleveland Family Study (CFS) macro-F1 leaderboard: sleep staging [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/sleep-staging/cleveland-family-study-macro-f1

BibTeX

@misc{chatppg_sleep_staging_cleveland_family_study_macro_f1,
  author       = {{ChatPPG}},
  title        = {{Cleveland Family Study (CFS) macro-F1 leaderboard: sleep staging}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-staging/cleveland-family-study-macro-f1}},
  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: "Cleveland Family Study (CFS) macro-F1 leaderboard: sleep staging"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/sleep-staging/cleveland-family-study-macro-f1"
date-released: "2026-10-26"