Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-12T04:41:48.085125Z
Paper Citation Record · LEDGER
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging
As of 6 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 0 inbound Pith citation observations for arXiv:2605.09905.
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 2026-08-06T06:34:29.942622+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
Reference resolution
80 of 80 outbound references displayed
- verified exact34
- verified fuzzy39
- unresolved0
- parse uncertain0
- malformed identifier1
- metadata mismatch6
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation b67d2e15-e611-4fd7-8cc3-3dfbe9dc3add · outbound
This paper cites and Koch, Philipp and Mertins, Alfred and De Vos, Maarten , journal=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging and Koch, Philipp and Mertins, Alfred and De Vos, Maarten , journal=
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.961065Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0492f3a6-0f19-4d9d-b818-4c7b2b27f01e · outbound
This paper cites DeepSleepNet: A Model for Automatic Sleep Stage Scoring Based on Raw Single-Channel EEG , year=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging DeepSleepNet: A Model for Automatic Sleep Stage Scoring Based on Raw Single-Channel EEG , year=
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.970724Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 32348316-1b1a-4f5f-82d7-bdefa2bfd387 · outbound
This paper cites TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG , year=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG , year=
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.973931Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 25858051-cebd-42dd-a4df-ea646aec8f06 · outbound
This paper cites CareSleepNet: A Hybrid Deep Learning Network for Automatic Sleep Staging , year=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging CareSleepNet: A Hybrid Deep Learning Network for Automatic Sleep Staging , year=
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.906959Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bbea2e01-754a-46b2-83ce-bcac4740be3d · outbound
This paper cites Multi-View Self-Supervised Learning Enhances Automatic Sleep Staging From EEG Signals , year=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Multi-View Self-Supervised Learning Enhances Automatic Sleep Staging From EEG Signals , year=
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.954213Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f7425422-1a12-4926-ada7-6f44080cd704 · outbound
This paper cites medRxiv , pages=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging medRxiv , pages=
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.964040Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0325e014-cafd-4ff6-8519-51f4ce0546e7 · outbound
This paper cites and Heremans, Elisabeth and Chén, Oliver Y.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging and Heremans, Elisabeth and Chén, Oliver Y
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.957445Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation afcc4f7f-1c97-425f-b8b0-32613868a083 · outbound
This paper cites Berry and Rita Brooks and Charlene Gamaldo and Susan M.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Berry and Rita Brooks and Charlene Gamaldo and Susan M
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.977807Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d86cefa5-a1d5-45dc-b274-c255dc3d241c · outbound
This paper cites 2025 , eprint=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging 2025 , eprint=
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.944477Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3909cbf4-1a5f-4874-bdb0-9528cfa416fc · outbound
This paper cites and Altevogt, Bruce , year =.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging and Altevogt, Bruce , year =
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.941377Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 31faf7d6-e4a6-45c3-b9ef-59cf3bba58f6 · outbound
This paper cites and Kaiser.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging and Kaiser
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.921756Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b84a129a-204d-4d1c-92f6-10324f2b93c3 · outbound
This paper cites International Conference on Learning Representations (ICLR) , year=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging International Conference on Learning Representations (ICLR) , year=
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.928959Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e0430e11-4864-495b-808b-f968a95d246e · outbound
This paper cites journal=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging journal=
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.933621Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4d7325d3-7216-4e12-8007-c2d4f71de0ee · outbound
This paper cites Long Short-Term Memory , year=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Long Short-Term Memory , year=
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.937825Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 58c9957e-c91a-4394-827b-e4045f5978cf · outbound
This paper cites 2014 , eprint=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging 2014 , eprint=
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.950923Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ba7c82e9-3beb-41a3-82e2-8b5d0dfa4e67 · outbound
This paper cites and Vidal, René and Reiter, Austin and Hager, Gregory D.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging and Vidal, René and Reiter, Austin and Hager, Gregory D
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.910326Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 20ed0b62-e969-4c17-8cf6-68e30de247e7 · outbound
This paper cites 2024 , eprint=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging 2024 , eprint=
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.852560Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7171fcdf-014e-4f4f-aa78-f58d76952b83 · outbound
This paper cites Proceedings of the 38th International Conference on Machine Learning , pages =.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Proceedings of the 38th International Conference on Machine Learning , pages =
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.900277Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c2140561-831c-4c9e-92b6-c42113d8ffe3 · outbound
This paper cites Deep Image Prior , year=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Deep Image Prior , year=
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.894602Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bf08cb13-8c13-49a0-97e0-f349b3518648 · outbound
This paper cites and De Vos, Maarten , journal=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging and De Vos, Maarten , journal=
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.903740Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8d125212-f5d9-4b67-9664-346a17046cff · outbound
This paper cites An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG , year=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG , year=
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.892016Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 98fb155c-9cbf-4bda-845c-5dff23d30549 · outbound
This paper cites 2022 , eprint=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging 2022 , eprint=
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.889434Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b732d942-d8b9-4950-a96d-d3dc5dcc0ce2 · outbound
This paper cites and De Silva, Anjula C.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging and De Silva, Anjula C
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.897250Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 254c567b-f86a-4b28-af34-94e207a8ae28 · outbound
This paper cites Evaluating the Influence of Temporal Context on Automatic Mouse Sleep Staging through the Application of Human Models , year=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Evaluating the Influence of Temporal Context on Automatic Mouse Sleep Staging through the Application of Human Models , year=
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.914209Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2161e31a-d83e-492e-9aac-4cf22bfaf169 · outbound
This paper cites Biomedical signal processing and control , volume=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Biomedical signal processing and control , volume=
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.917786Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 71ccdb62-dfc7-461f-a6d7-93fb87599537 · outbound
This paper cites and Ogg, Mattson , booktitle=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging and Ogg, Mattson , booktitle=
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.947703Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4f417b05-32e4-4b4f-bcef-c5a32e0fdc19 · outbound
This paper cites Proceedings of the 21st International Conference on Neural Information Processing Systems , pages =.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Proceedings of the 21st International Conference on Neural Information Processing Systems , pages =
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.886297Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ddd88792-bf59-4b2d-9f55-ef2a1945459d · outbound
This paper cites 2020 , eprint=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging 2020 , eprint=
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.883220Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5866c8aa-dd8b-4016-a824-bbe3e0cbe084 · outbound
This paper cites 2021 , eprint=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging 2021 , eprint=
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.873066Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 308ff30d-af26-4313-8aa2-966b3ec23f64 · outbound
This paper cites 2020 , eprint=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging 2020 , eprint=
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.870684Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a8839636-f7aa-47ee-b21e-1d725e68aee9 · outbound
This paper cites 2022 , eprint=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging 2022 , eprint=
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.967582Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6b7d402e-3068-419f-96fc-00919f11ba83 · outbound
This paper cites 2025 , eprint=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging 2025 , eprint=
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.875597Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9739937a-f887-4d70-85d2-cbaf2f3836d4 · outbound
This paper cites Physiological measurement , volume=.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Physiological measurement , volume=
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.880836Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5a5102dd-f91d-47cd-9a18-52b31883b29f · outbound
This paper cites Luyster, Jr.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Luyster, Jr
Reference 49
- Resolution
- verified exact
- doi, observed 2026-05-12T05:16:23.844427Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation dcc4dfd0-09ee-4dd9-b599-81bad932ea1b · outbound
This paper cites Automatic sleep staging of eeg signals: recent development, challenges, and future directions.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Automatic sleep staging of eeg signals: recent development, challenges, and future directions
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.867990Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 968c75c8-ad33-4a92-97ce-bb14507d3ce9 · outbound
This paper cites Large-scale automated sleep staging.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Large-scale automated sleep staging
Reference 51
- Resolution
- verified exact
- doi, observed 2026-05-12T05:16:23.853757Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9eba5da5-f96f-4dfd-a2bc-2afa85b428f4 · outbound
This paper cites Sleep modulation: The challenge of transitioning from open loop to closed loop.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Sleep modulation: The challenge of transitioning from open loop to closed loop
Reference 52
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T06:01:24.167040Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 874348c5-311a-4d97-a70f-0e9d871b63ae · outbound
This paper cites o fer, Alejandra Alonso, Luciana Besedovsky, Keith Murphy, Emma Peters, Karolina Raczek, Bj\.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging o fer, Alejandra Alonso, Luciana Besedovsky, Keith Murphy, Emma Peters, Karolina Raczek, Bj\
Reference 53
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:16:23.730354Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9e4b2888-d4dc-4fd6-8122-5443f920daeb · outbound
This paper cites Lorenzen, Elisabeth Heremans, Oliver Y.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Lorenzen, Elisabeth Heremans, Oliver Y
Reference 54
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:16:23.698014Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 362ac30e-7976-475a-b753-b71bcb7bbde8 · outbound
This paper cites Colten and Bruce Altevogt.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Colten and Bruce Altevogt
Reference 55
- Resolution
- malformed identifier
- doi_truncated, observed 2026-05-12T05:16:23.856874Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3bd8c344-5694-4470-b943-70019d4f02e1 · outbound
This paper cites Berry, Rita Brooks, Charlene Gamaldo, Susan M.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Berry, Rita Brooks, Charlene Gamaldo, Susan M
Reference 56
- Resolution
- verified exact
- doi, observed 2026-05-12T05:16:23.787577Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 29386377-e0d8-4954-bc03-e674e1383649 · outbound
This paper cites Lightsleepnet: Design of a personalized portable sleep staging system based on single-channel eeg.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Lightsleepnet: Design of a personalized portable sleep staging system based on single-channel eeg
Reference 57
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:16:23.693516Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ffe4bfa4-395b-4c55-9a22-d8bbcd694714 · outbound
This paper cites Micro sleepnet: efficient deep learning model for mobile terminal real-time sleep staging.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Micro sleepnet: efficient deep learning model for mobile terminal real-time sleep staging
Reference 58
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:16:23.784001Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e7306f72-b7ac-458e-8d1b-e69e94896a1b · outbound
This paper cites Deepsleepnet: A model for automatic sleep stage scoring based on raw single-channel eeg.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Deepsleepnet: A model for automatic sleep stage scoring based on raw single-channel eeg
Reference 59
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:16:23.704994Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 706a4eae-ff57-45fb-8d30-bc5ba379bd11 · outbound
This paper cites Alberto Borghese, and Simona Ferrante.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Alberto Borghese, and Simona Ferrante
Reference 60
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:16:23.710843Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0d283e07-bfaa-4b1c-bb38-714bd46b2383 · outbound
This paper cites Multi-view self-supervised learning enhances automatic sleep staging from eeg signals.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Multi-view self-supervised learning enhances automatic sleep staging from eeg signals
Reference 61
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:16:23.862677Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cfb843d8-b2f1-4e4e-82b7-528512db39f6 · outbound
This paper cites A multimodal sleep foundation model developed with 500k hours of sleep recordings for disease predictions.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging A multimodal sleep foundation model developed with 500k hours of sleep recordings for disease predictions
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.878272Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 79c76833-2ea2-4de4-942d-fae075c3e03b · outbound
This paper cites An attention-based deep learning approach for sleep stage classification with single-channel eeg.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging An attention-based deep learning approach for sleep stage classification with single-channel eeg
Reference 63
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:16:23.674955Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4f9fba79-8478-4f76-a181-8c7f443a41e1 · outbound
This paper cites Chén, Philipp Koch, Alfred Mertins, and Maarten De Vos.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Chén, Philipp Koch, Alfred Mertins, and Maarten De Vos
Reference 64
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:16:23.807869Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 79c4876f-7af7-4ac6-ba9e-08bc3635fa8e · outbound
This paper cites A unified flexible large psg model for sleep staging and brain disorder diagnosis.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging A unified flexible large psg model for sleep staging and brain disorder diagnosis
Reference 65
- Resolution
- verified exact
- doi, observed 2026-05-12T05:16:23.820856Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 27035d83-600f-4d9a-9d64-2a0a60c0a72f · outbound
This paper cites Caresleepnet: A hybrid deep learning network for automatic sleep staging.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Caresleepnet: A hybrid deep learning network for automatic sleep staging
Reference 66
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:16:23.815593Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a3781153-6d7b-4122-b3c6-57ff18086e97 · outbound
This paper cites Sleepdifformer: Sleep stage classification via multivariate differential transformer.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Sleepdifformer: Sleep stage classification via multivariate differential transformer
Reference 67
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T06:01:24.158281Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 22332e99-1f29-4510-9323-75ef666a8dd6 · outbound
This paper cites FlexSleepTransformer : a transformer-based sleep staging model with flexible input channel configurations.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging FlexSleepTransformer : a transformer-based sleep staging model with flexible input channel configurations
Reference 68
- Resolution
- verified exact
- doi, observed 2026-05-12T05:16:23.746713Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e37cf6f7-e376-4f18-9b8a-04cfd16fc263 · outbound
This paper cites Explainable vision transformer for automatic visual sleep staging on multimodal PSG signals.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Explainable vision transformer for automatic visual sleep staging on multimodal PSG signals
Reference 69
- Resolution
- verified exact
- doi, observed 2026-05-12T05:16:23.798888Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5d87e7fa-9ff4-4af2-9698-9fa7fc1a90fc · outbound
This paper cites Effisegnet: Gastrointestinal polyp segmentation through a pre-trained efficientnet-based network with a simplified decoder.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Effisegnet: Gastrointestinal polyp segmentation through a pre-trained efficientnet-based network with a simplified decoder
Reference 70
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:16:23.871661Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d241284b-c54c-4ff8-ba66-b18338653c05 · outbound
This paper cites Effisegnet: Gastrointestinal polyp segmentation through a pre-trained efficientnet-based network with a simplified decoder.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Effisegnet: Gastrointestinal polyp segmentation through a pre-trained efficientnet-based network with a simplified decoder
Reference 71
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:16:23.776842Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7f8052c8-12d9-440b-b0b2-f54e72396d00 · outbound
This paper cites Kappel, Anjula C.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Kappel, Anjula C
Reference 72
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:16:23.715071Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation dffc799f-3582-45e4-92cc-a707d34d3252 · outbound
This paper cites Gomez, ukasz Kaiser, and Illia Polosukhin.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Gomez, ukasz Kaiser, and Illia Polosukhin
Reference 73
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.864780Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f5a34261-0b63-48ff-bc4a-db025c1197df · outbound
This paper cites Chén, and Maarten De Vos.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Chén, and Maarten De Vos
Reference 74
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:16:23.838876Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8a7209d8-e9b4-4b3a-9ed2-499c5a3001bc · outbound
This paper cites ( 50 ) Appeltant, L.; Van der Sande, G.; Danckaert, J.; Fischer, I., Constructing optimized binary masks for reservoir computing with delay systems.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging ( 50 ) Appeltant, L.; Van der Sande, G.; Danckaert, J.; Fischer, I., Constructing optimized binary masks for reservoir computing with delay systems
Reference 75
- Resolution
- metadata mismatch
- doi, observed 2026-05-12T05:16:23.766960Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a2a5f3c0-d6b0-455c-93bb-283b0166c343 · outbound
This paper cites Intra-and inter-epoch temporal context network (iitnet) using sub-epoch features for automatic sleep scoring on raw single-channel eeg.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Intra-and inter-epoch temporal context network (iitnet) using sub-epoch features for automatic sleep scoring on raw single-channel eeg
Reference 76
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.861453Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f6c008bb-f3aa-4deb-a0f1-274a6babcf3d · outbound
This paper cites Random features for large-scale kernel machines.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Random features for large-scale kernel machines
Reference 77
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.858468Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 16565d7e-428f-4729-a9af-7d2f6106cfd6 · outbound
This paper cites Deep Echo State Network (DeepESN): A Brief Survey.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Deep Echo State Network (DeepESN): A Brief Survey
Reference 78
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T06:01:24.209989Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation aa161f50-27b4-4208-bd56-693af09c52fc · outbound
This paper cites author Vedaldi, A.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging author Vedaldi, A
Reference 79
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:16:23.849082Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6e8c63cf-68d7-40ad-9fa9-b8320851de9a · outbound
This paper cites Rethinking Attention with Performers.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Rethinking Attention with Performers
Reference 80
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T09:16:14.972905Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ac6a2fc1-9c13-4536-92f9-ce5530d52002 · outbound
This paper cites Random Feature Attention.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Random Feature Attention
Reference 81
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T06:01:24.149112Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d7579cd7-b99e-4b4e-b4e9-6d041077c5c6 · outbound
This paper cites Transformer Dissection: A Unified Understanding for T ransformer ' s Attention via the Lens of Kernel.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Transformer Dissection: A Unified Understanding for T ransformer ' s Attention via the Lens of Kernel
Reference 82
- Resolution
- verified exact
- doi, observed 2026-05-12T05:16:23.660341Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 09948d8c-3c39-45c1-bc5c-3fc16827ce0a · outbound
This paper cites How Do Vision Transformers Work?.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging How Do Vision Transformers Work?
Reference 83
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T06:01:24.200349Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6e30418b-91ce-4229-940f-f650dc1b563b · outbound
This paper cites Anti-Oversmoothing in Deep Vision Transformers via the Fourier Domain Analysis: From Theory to Practice.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Anti-Oversmoothing in Deep Vision Transformers via the Fourier Domain Analysis: From Theory to Practice
Reference 84
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T06:01:24.104751Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3257e32e-e527-4df6-9afd-6e7ee591eb56 · outbound
This paper cites Neural tangent kernel: convergence and generalization in neural networks (invited paper).
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Neural tangent kernel: convergence and generalization in neural networks (invited paper)
Reference 85
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:16:23.742348Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f36c1587-4e75-4e4f-ac7c-bcc6183043ea · outbound
This paper cites Infinite attention: NNGP and NTK for deep attention networks.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Infinite attention: NNGP and NTK for deep attention networks
Reference 86
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T06:01:24.191902Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 31d79df6-2b63-40a7-89af-08019b638da7 · outbound
This paper cites PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals
Reference 87
- Resolution
- verified exact
- doi, observed 2026-05-12T05:16:23.668337Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c2c018e7-4ce1-4de1-8d58-8885706e8902 · outbound
This paper cites Quan, Barbara V.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Quan, Barbara V
Reference 88
- Resolution
- verified exact
- doi, observed 2026-05-12T05:16:23.749993Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 70740d6d-b422-412a-b470-8191e09edf7a · outbound
This paper cites ibot: Image bert pre-training with online tokenizer.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging ibot: Image bert pre-training with online tokenizer
Reference 89
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T13:51:37.855485Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation aca7c356-bbd5-45db-b3e5-e2800a00b9d2 · outbound
This paper cites Long short -term memory.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Long short -term memory
Reference 90
- Resolution
- verified exact
- doi, observed 2026-05-12T05:16:23.733951Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 35f35cb8-d65e-4749-8e63-5f5c1580ce25 · outbound
This paper cites Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling
Reference 91
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T06:01:24.129342Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 13ff0e64-ac9b-4c88-8251-b588245c81fb · outbound
This paper cites Flynn, René Vidal, Austin Reiter, and Gregory D.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Flynn, René Vidal, Austin Reiter, and Gregory D
Reference 92
- Resolution
- verified exact
- doi, observed 2026-05-12T05:16:23.828511Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 26cae6a5-531d-45c4-8022-fafc80366f44 · outbound
This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Reference 93
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T06:01:24.090570Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 98406886-9c1f-429a-bb68-0ad0708f7fb8 · outbound
This paper cites AnySleep: a channel-agnostic deep learning system for high-resolution sleep staging in multi-center cohorts.
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 2026-08-06T06:34:29.942622+00:00.
Observation 22ea65ff-5ca5-4ad9-b164-39068e4ab175 · outbound
This paper cites an unresolved cited work.
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging Unresolved cited work
Reference 95
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:16:23.726098Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Pith citing papers
No inbound Pith citation observations are available.