Paper Citation Record · LEDGER

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts

As of 9 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 1 inbound Pith citation observation for arXiv:2512.14461.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2512.14461 v2

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

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measured 70 of 70 standing notices

One-hop event checks from named stored sources.

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measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-12T04:41:48.085125Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-12T06:01:24.174350Z

Reference resolution

69 of 69 outbound references displayed

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External citation measurements

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Outbound references

Observation 6588f89d-1580-4761-994f-6b304e785933 · outbound

This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 1

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Observation 96860125-427e-4a0d-a70f-ee0f0e7cb7fa · outbound

This paper cites J., Lee, J.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts J., Lee, J

Reference 2

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Observation 8d313775-a143-4b13-b58a-0720181e9a5d · outbound

This paper cites Sleep Res.33, DOI: https://doi.org/10.1111/jsr.13956 (2023).

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Sleep Res.33, DOI: https://doi.org/10.1111/jsr.13956 (2023)

Reference 3

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This paper cites L., Harvey, E.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts L., Harvey, E

Reference 4

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This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 5

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Observation c2ac0334-c65b-4f22-8f05-e56913d5386b · outbound

This paper cites & Peter-Derex, L.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts & Peter-Derex, L

Reference 6

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This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 7

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Observation 27820abf-724b-44c6-ac1f-a9ed55500d2d · outbound

This paper cites Neurophysiol.131, 1187–1203, DOI: https://doi.org/10.1016/j.clinph.2020.02.027 (2020).

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Neurophysiol.131, 1187–1203, DOI: https://doi.org/10.1016/j.clinph.2020.02.027 (2020)

Reference 8

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This paper cites Neu- 14 rosci.15, DOI: https://doi.org/10.3389/fnins.2021.5 64098 (2021).

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Neu- 14 rosci.15, DOI: https://doi.org/10.3389/fnins.2021.5 64098 (2021)

Reference 9

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This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 10

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This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 11

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Observation de198a1e-df38-46f0-aca0-05a3d99f0f77 · outbound

This paper cites E.et al.Examining Initial Sleep Onset in Primary Insomnia: A Case-Control Study Using 4-Second Epochs.J.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts E.et al.Examining Initial Sleep Onset in Primary Insomnia: A Case-Control Study Using 4-Second Epochs.J

Reference 12

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This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 13

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Observation 4f4af752-46e1-4d3b-927a-6fb2b976e130 · outbound

This paper cites F.et al.Optimizing automated sleep stage scoring of 5-second mini-epochs: a transfer learning study.bioRxivDOI: https://doi.org/10.1101/2025.0 6.28.661238 (2025).

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts F.et al.Optimizing automated sleep stage scoring of 5-second mini-epochs: a transfer learning study.bioRxivDOI: https://doi.org/10.1101/2025.0 6.28.661238 (2025)

Reference 14

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Observation 0ecb59b4-eeb4-439a-9bdb-b869d207caff · outbound

This paper cites N., Jørgen Jennum, P., Mignot, E.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts N., Jørgen Jennum, P., Mignot, E

Reference 15

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Observation 07e57c79-8177-4700-a855-908da27ba6a1 · outbound

This paper cites & Thorey, V.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts & Thorey, V

Reference 16

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This paper cites Medicine4, DOI: https: //doi.org/10.1038/S41746-021-00440-5 (2021).

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Medicine4, DOI: https: //doi.org/10.1038/S41746-021-00440-5 (2021)

Reference 17

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AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts & Walker, M

Reference 18

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This paper cites & Flöel, A.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts & Flöel, A

Reference 19

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AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 20

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Observation 52c33e08-f03d-4df5-8e82-8f67cd90b765 · outbound

This paper cites N., Arnal, P.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts N., Arnal, P

Reference 21

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AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 22

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AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts & Brox, T

Reference 23

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This paper cites W.et al.Representations of tem- poral sleep dynamics: Review and synthesis of the literature.Sleep Med.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts W.et al.Representations of tem- poral sleep dynamics: Review and synthesis of the literature.Sleep Med

Reference 24

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This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 25

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This paper cites M., Carskadon, M.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts M., Carskadon, M

Reference 26

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This paper cites A., Winer, J.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts A., Winer, J

Reference 27

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This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 28

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This paper cites & Chellappa, S.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts & Chellappa, S

Reference 29

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AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 30

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AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts G., Scott, M

Reference 31

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This paper cites R., Ulfenborg, B.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts R., Ulfenborg, B

Reference 32

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Observation 59a10a25-0ccb-424c-8296-2e0acb4e2e46 · outbound

This paper cites FoME: A Foundation Model for EEG using Adaptive Temporal-Lateral Attention Scaling.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts FoME: A Foundation Model for EEG using Adaptive Temporal-Lateral Attention Scaling

Reference 33

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This paper cites NAPS: Attention-Based Fusion of Heterogeneous Physiological Signals.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts NAPS: Attention-Based Fusion of Heterogeneous Physiological Signals

Reference 34

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This paper cites Brain Sci.11, 1274, DOI: https://doi.org/10.3390/ brainsci11101274 (2021).

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Brain Sci.11, 1274, DOI: https://doi.org/10.3390/ brainsci11101274 (2021)

Reference 35

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This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 36

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This paper cites & Mikkelsen, K.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts & Mikkelsen, K

Reference 37

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This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 38

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This paper cites Rep.15, DOI: https: //doi.org/10.1038/s41598-025-06019-4 (2025).

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Rep.15, DOI: https: //doi.org/10.1038/s41598-025-06019-4 (2025)

Reference 39

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This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 40

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AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 41

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This paper cites J.et al.Validation of the sleep EEG headband ZMax.bioRxivDOI: https://doi.org/10.1 101/2023.08.18.553744 (2023).

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts J.et al.Validation of the sleep EEG headband ZMax.bioRxivDOI: https://doi.org/10.1 101/2023.08.18.553744 (2023)

Reference 42

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AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts & Menon, C

Reference 43

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This paper cites P.et al.Gastric Banding Surgery versus Continuous Positive Airway Pressure for Obstructive Sleep Apnea: A Randomized Controlled Trial.Am.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts P.et al.Gastric Banding Surgery versus Continuous Positive Airway Pressure for Obstructive Sleep Apnea: A Randomized Controlled Trial.Am

Reference 44

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AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 45

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This paper cites L.et al.Prevalence and risk factors for sleep-disordered breathing in 8- to 11-year-old chil- dren: Association with race and prematurity.J.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts L.et al.Prevalence and risk factors for sleep-disordered breathing in 8- to 11-year-old chil- dren: Association with race and prematurity.J

Reference 46

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AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 47

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Observation 5d49b88d-6265-4cdf-b760-24eb92e4770f · outbound

This paper cites L.et al.A Randomized Trial of Adeno- tonsillectomy for Childhood Sleep Apnea.New Engl.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts L.et al.A Randomized Trial of Adeno- tonsillectomy for Childhood Sleep Apnea.New Engl

Reference 48

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AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 49

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AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 50

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AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 51

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This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-03T16:13:42.775486Z

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Unavailable: canonical work link unavailable.

Observation bb7c7541-53a1-45a0-b1d9-192c11791aa7 · outbound

This paper cites M.et al.You Snooze, You Win: The PhysioNet/Computing in Cardiology Challenge.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts M.et al.You Snooze, You Win: The PhysioNet/Computing in Cardiology Challenge

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-03T16:13:42.864584Z

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Unavailable: canonical work link unavailable.

Observation 195c13be-ae60-4df1-92d3-94e30abd45fb · outbound

This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-03T16:13:43.010099Z

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Unavailable: canonical work link unavailable.

Observation 5d20b636-5ce2-4a0a-bf4e-12b34ff7ee5c · outbound

This paper cites H., Tuk, B., Kamphuisen, H.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts H., Tuk, B., Kamphuisen, H

Reference 55

Resolution: malformed identifier; no resolver link, observed 2026-08-03T16:13:43.063872Z

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Observation 0d774d4d-9ea1-4afa-9159-1b7c2681b2d2 · outbound

This paper cites F.et al.The Sleep Heart Health Study: Design, Rationale, and Methods.Sleep20, 1077– 1085, DOI: https://doi.org/10.1093/sleep/20.12.1077 (1997).

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts F.et al.The Sleep Heart Health Study: Design, Rationale, and Methods.Sleep20, 1077– 1085, DOI: https://doi.org/10.1093/sleep/20.12.1077 (1997)

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-03T16:13:43.086888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28f8645a-062b-449c-bd87-0492e6136fec · outbound

This paper cites P.et al.Sleep-Disordered Breathing and Cognition in Older Women.J.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts P.et al.Sleep-Disordered Breathing and Cognition in Older Women.J

Reference 57

Resolution: verified exact; doi, observed 2026-08-03T16:18:29.182885Z

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Observation 9cefe0e6-738f-4c56-8d95-05756ce78a29 · outbound

This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-03T16:13:43.312302Z

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Unavailable: canonical work link unavailable.

Observation fbe9b8ed-4f53-405a-915b-1d90d0eab927 · outbound

This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 59

Resolution: malformed identifier; no resolver link, observed 2026-08-03T16:13:43.368174Z

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Observation 6f89dc0c-f4cf-4213-b5cd-b11e77d8c29d · outbound

This paper cites & Nielsen, T.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts & Nielsen, T

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-03T16:13:43.492879Z

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Unavailable: canonical work link unavailable.

Observation 2d3d3ee5-40cf-49cc-900d-b86641a08734 · outbound

This paper cites Vincent’s University Hospital / University College Dublin Sleep Apnea Database, DOI: https://doi.org/10.13026/C26C7D (2004).

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Vincent’s University Hospital / University College Dublin Sleep Apnea Database, DOI: https://doi.org/10.13026/C26C7D (2004)

Reference 61

Resolution: verified exact; doi, observed 2026-08-03T16:18:29.059340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 56df5f4a-5c25-4528-abf3-fd42188fbbf9 · outbound

This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 62

Resolution: verified exact; doi, observed 2026-08-03T16:18:28.925081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 27dc11c3-1e78-4590-aeef-211529f752c6 · outbound

This paper cites A Manual of Standard- ized Terminology, Techniques and Scoring System for Sleep Stages of Human Subjects(Public Health Service, U.S.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts A Manual of Standard- ized Terminology, Techniques and Scoring System for Sleep Stages of Human Subjects(Public Health Service, U.S

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-03T16:13:43.801734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cc624f4-2ca8-40ba-8b0e-130361c33187 · outbound

This paper cites In Guyon, I.et al.(eds.)Annu.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts In Guyon, I.et al.(eds.)Annu

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-03T16:13:43.890840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ff1c899-cdf2-4c37-a58c-10606f96a5b5 · outbound

This paper cites J., Kale, S.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts J., Kale, S

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-03T16:13:43.965521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b2ec3bd-620a-4543-994a-45028af81af1 · outbound

This paper cites Medicine6, 33, DOI: https: //doi.org/10.1038/S41746-023-00784-0 (2023).

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Medicine6, 33, DOI: https: //doi.org/10.1038/S41746-023-00784-0 (2023)

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-03T16:13:44.071124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 088b10a4-4015-4641-9ab6-0339afa158da · outbound

This paper cites Classification assessment methods.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Classification assessment methods

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-03T16:13:44.262328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9930060-d397-496c-8006-32c0a8dc7515 · outbound

This paper cites Outcomes of Sleep Disorders in Older Men,.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Outcomes of Sleep Disorders in Older Men,

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-03T16:13:44.443645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42d47e20-2222-4b2b-8db2-6428c0866dc1 · outbound

This paper cites an unresolved cited work.

AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts Unresolved cited work

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-03T16:13:42.933781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 98406886-9c1f-429a-bb68-0ad0708f7fb8 · inbound

Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging cites this paper.

Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts

Reference 94

Resolution: verified exact; arxiv_id, observed 2026-07-15T02:21:06.771917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.