Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T12:47:28.180476Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2608.02183.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T12:47:28.180476Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
23 of 23 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 23f16c19-bcec-4174-acde-5b21263d6f85 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) The future of sleep health: A data-driven revolution in sleep science and medicine.npj Digit
Reference 1
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 84402576-7ea2-4a17-bea1-266bdf78f839 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) Polysomnography.Handb
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30ce53b9-6170-497e-a5b4-353c2bc12667 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) Convolutional neural net- works for sleep stage scoring on a two-channel EEG signal.Soft Comput
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cfaff7e6-0ba7-4c06-8fa6-fa6db96a9343 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) Automatic sleep stage classification with deep residual networks in a mixed-cohort setting
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f606eb3b-5e8b-4d9a-83f4-a8068e087faf · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) Scoring sleep with artificial intelligence enables quantification of sleep stage ambiguity: Hypnoden- sity based on multiple expert scorers and auto-scoring.Sleep2023,46, zsac154
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8e77903-3f31-4797-8205-6f3ecbee94c9 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) XSleepNet: Multi-view sequential model for automatic sleep staging
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cadaa4c4-b7be-4b9a-a75f-35eef4cf2268 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) SleepEEGNet: Automated sleep stage scoring with sequence-to-sequence deep learning approach.PLOS ONE2019,14, e0216456
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba7a7635-2f5a-4364-a2cc-b08b78578eba · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) Support vector machine
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78de9ca6-0dd1-49a2-b317-0589ead695b2 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) Random forests.Mach
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d72ad333-8228-47df-aff3-64ffb5b5ad3b · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) DeepSleepNet: A model for automatic sleep stage scoring based on raw single-channel EEG.IEEE Trans
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff1f8094-d8fe-4ac1-9d66-559a99b65c08 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) TinySleepNet: An efficient deep learning model for sleep stage scoring based on raw single-channel EEG
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92e25c9e-137a-4540-bb9c-8ec7283b8ff5 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) An attention-based deep learning approach for sleep stage classification with single-channel EEG.IEEE Trans
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cba4d3bb-48e8-4e9d-b828-a993c5df344b · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) DilatedSleepNet: A novel EEG waveform-aware model for single-channel automatic sleep staging.Proc
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d0308bb-2908-4237-a0c4-81b597424cb8 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) SeqSleep- Net: End-to-end hierarchical recurrent neural network for sequence-to- sequence automatic sleep staging.IEEE Trans
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba01df29-62b0-4a14-a00e-0f8a607d0a50 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) MVF-SleepNet: Multi-view fusion network for sleep stage classification.IEEE J
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5696183b-36da-4b91-a4f0-323ee867a384 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) The effect of placebo administration on the first-night effect in healthy young volunteers.Prog
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c08d358c-26d3-4fb2-bda3-6720cfac47e6 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) GraphSleep- Net: Adaptive spatial-temporal graph convolutional networks for sleep stage classification
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bcafae7-7b88-4c20-ad2a-84fe3d31166d · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) MixSleepNet: A multi- type convolution combined sleep stage classification model.Comput
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19295a29-6027-4dd5-ae25-89109fbe2be8 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) SleepTransformer: Automatic sleep staging with interpretability and uncertainty quantification.IEEE Trans
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 143fde7b-3092-41a1-8c02-51524d6d246c · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) SleepViTrans- former: Patch-based sleep spectrogram transformer for automatic sleep staging.Biomed
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2639ca6e-34e8-43d1-9c2e-7569732a68f0 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e91fede-c693-46e6-95f5-4bc95cad102f · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) FlexibleSleepNet: A model for automatic sleep stage classification based on multi-channel polysomnography.IEEE J
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72ebd5bd-e6b2-49f3-8e70-b08221b28cb5 · outbound
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2) Swin transformer: Hierarchical vision transformer using shifted windows
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.