Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:02:52.159753Z
Paper Citation Record · LEDGER
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices
As of 22 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 2 inbound Pith citation observations for arXiv:2506.00730.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:06:58.511881Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T00:39:44.325159Z
Reference resolution
17 of 17 outbound references displayed
- verified exact3
- verified fuzzy8
- unresolved5
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 08d6cd40-2601-4a6f-b512-edf9470284e3 · outbound
This paper cites [Online].
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:02:52.941997Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8f4150d1-e606-4940-8c00-3fa6734d114b · outbound
This paper cites [Online].
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:02:52.929494Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ec2cdfc3-6fdf-45b2-a1f8-7a9487616613 · outbound
This paper cites Deep learning enables sleep staging from photoplethysmogram for patients with suspected sleep apnea,.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices Deep learning enables sleep staging from photoplethysmogram for patients with suspected sleep apnea,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:02:52.915177Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ff59d0e0-7aae-443d-ba7f-eeca9aef5ea6 · outbound
This paper cites SleepFM: Multi-modal Representation Learning for Sleep across ECG, EEG and Respiratory Signals,.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices SleepFM: Multi-modal Representation Learning for Sleep across ECG, EEG and Respiratory Signals,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:02:52.900363Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b49da03d-22a1-4375-b35e-bcffff71eec9 · outbound
This paper cites Self-Supervised Transformer Model Training for a Sleep-EEG Foundation Model,.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices Self-Supervised Transformer Model Training for a Sleep-EEG Foundation Model,
Reference 5
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T12:02:52.819212Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8592d541-0da5-4f7f-adaa-d7c077684c1b · outbound
This paper cites Laying the Foundation: Modern Transformers for Gold-Standard Sleep Analysis and Beyond,.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices Laying the Foundation: Modern Transformers for Gold-Standard Sleep Analysis and Beyond,
Reference 6
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T12:02:52.690797Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7bb80661-1186-418a-a29f-24bcb2547286 · outbound
This paper cites HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units,.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units,
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:02:51.186455Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9d5df82-6fc9-4664-9fb7-5255fb5cbe7d · outbound
This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding,.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding,
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:02:52.885824Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cdc89c7c-10e1-4c88-842e-adc5fb1bb586 · outbound
This paper cites Robustsleepnet: Transfer learning for au- tomated sleep staging at scale,.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices Robustsleepnet: Transfer learning for au- tomated sleep staging at scale,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:02:52.872245Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0464b4b6-90fa-4cf5-8c15-03936ec213ec · outbound
This paper cites Laying the foundation: Modern transform- ers for gold-standard sleep analysis,.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices Laying the foundation: Modern transform- ers for gold-standard sleep analysis,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:02:52.858691Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 21c8f716-2bc9-460b-986a-c8c57847c8a2 · outbound
This paper cites The National Sleep Research Resource: towards a sleep data commons,.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices The National Sleep Research Resource: towards a sleep data commons,
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:02:51.568972Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0bdb189f-6e47-4a40-aa03-1d7ab1648d73 · outbound
This paper cites MEG and EEG data analysis with MNE-Python,.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices MEG and EEG data analysis with MNE-Python,
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:02:51.732914Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99acbcac-a4ba-411a-8dec-036df9680d89 · outbound
This paper cites The Visual Scoring of Sleep in Adults,.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices The Visual Scoring of Sleep in Adults,
Reference 13
- Resolution
- verified exact
- doi, observed 2026-08-07T12:02:52.318692Z
Source-reported events for the cited work
correction dated 2020-01-16. Source: crossref record 10.5664/jcsm.26927->10.5664/jcsm.26814:correction, observed 2026-07-11T03:16:08.906551+00:00. This notice travels one citation hop only.
Observation b3e66962-9712-4653-9602-43223e2295a7 · outbound
This paper cites Racial/Ethnic Differences in Sleep Disturbances: The Multi-Ethnic Study of Atherosclerosis (MESA),.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices Racial/Ethnic Differences in Sleep Disturbances: The Multi-Ethnic Study of Atherosclerosis (MESA),
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:02:52.845124Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 187b4209-ef96-4153-bb68-ddd5acb487f8 · outbound
This paper cites Attention is all you need,.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices Attention is all you need,
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:02:52.099120Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9123e19-fbdb-45fa-96d4-ad13b6810cf0 · outbound
This paper cites Interrater reliability for sleep scoring according to the Rechtschaffen & Kales and the new AASM standard,.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices Interrater reliability for sleep scoring according to the Rechtschaffen & Kales and the new AASM standard,
Reference 16
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-07T12:02:52.159753Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a9ed674-8dd2-4b9d-bf17-04c9d93debee · outbound
This paper cites Available: https://doi.org/10.5665/sleep.4732.
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices Available: https://doi.org/10.5665/sleep.4732
Reference 2015
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:02:52.004770Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 8f4fb212-b88e-4eea-ac23-c9d0796832c7 · inbound
StARS DCM: A Sleep Stage-Decoding Forehead EEG Patch for Real-time Modulation of Sleep Physiology cites this paper.
StARS DCM: A Sleep Stage-Decoding Forehead EEG Patch for Real-time Modulation of Sleep Physiology Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:06:58.511881Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dba6b640-4acb-4b96-96cf-cf6ddfcb3107 · inbound
Rethinking PPG-based Sleep Staging: Datasets, Metrics, and Benchmarks cites this paper.
Rethinking PPG-based Sleep Staging: Datasets, Metrics, and Benchmarks Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices
Reference 29
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T00:39:44.411025Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.