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Paper Citation Record · LEDGER

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification

As of 8 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2502.17470.

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

pith.paper-citation-record.v1
2502.17470 v3

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T22:45:39.075595Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

39 of 39 outbound references displayed

  • verified exact4
  • verified fuzzy1
  • unresolved31
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a5bc5d62-4f7c-40f2-8e1c-4ef162e21adb · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 1

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raw_fallback, observed 2026-08-07T22:45:39.869409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 8a5e937c-a890-44ae-8ea7-28683a9f3394 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:38.935380Z digest=sha256:02bd2323e0fe5c36b82143a1455772012de7d61b4a368d1a30a5185207dd9d9c

Observation 93b08436-d299-4a7a-aa22-38c2728018d9 · outbound

This paper cites SLEEPNET: Automated Sleep Staging System via Deep Learning.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification SLEEPNET: Automated Sleep Staging System via Deep Learning

Reference 3

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verified exact
local_arxiv, observed 2026-08-07T22:45:39.670262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 73768fad-3f09-438b-93de-924f41b8b736 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 4

Resolution
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raw_fallback, observed 2026-08-07T22:45:39.848287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:38.943464Z digest=sha256:d0362e7eab890e8b6b09c50439a18d946102d2061bf5c87c58fa80d0b83a07a4

Observation 41146f59-93e0-4e3f-83e5-6b156feb6afb · outbound

This paper cites MAEEG: Masked Auto-encoder for EEG Representation Learning.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification MAEEG: Masked Auto-encoder for EEG Representation Learning

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:45:38.947352Z digest=sha256:9cfb450d9f6d56ce6fd972ca353a09f9d8968acff19a4922c1e7f8fc3732291e

Observation f1fb5781-4cc5-4ea7-97ae-8e736ecb8a0c · outbound

This paper cites Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Reference 6

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no resolver link, observed 2026-08-07T22:45:38.951608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:45:38.951608Z digest=sha256:48d97480b13cef30fa14f9dd18e74a941f2a7f503cad445254c635718e30127c

Observation 1805c76b-07d8-46dd-98dc-bda0760a7392 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:45:38.955934Z digest=sha256:522b493e10a5b8d6b3b540ceb417e06a0dede342f1e090c5496012dd4c29f257

Observation 9c06b95c-91a9-417b-9b33-68f308137cf0 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 8

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no resolver link, observed 2026-08-07T22:45:38.959501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:45:38.959501Z digest=sha256:cff135b3d1c5ccc7f5d86f03601c49b0407cb7dd39b739904ca4d3f0f40f33ef

Observation 8c81bc0d-c61f-4c19-bfa2-206287cffc15 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 9

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no resolver link, observed 2026-08-07T22:45:38.963021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:45:38.963021Z digest=sha256:abffcc8088abbd10a1fc3e10324f01b7f95af392eaa3ac4ca67e4a6de891cf3f

Observation 1b7c6a85-c797-4518-8bd8-6dcecc1e3b82 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Adam: A Method for Stochastic Optimization

Reference 10

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no resolver link, observed 2026-08-07T22:45:38.966638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:45:38.966638Z digest=sha256:87e502bd4cfb7255d06c976e5991ea44f5360cbc6b8e7f51b596d8a52b07ed8b

Observation 01a34e69-90bd-45aa-9e5c-e0f3a6bab59b · outbound

This paper cites CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities

Reference 11

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 73f56067-558d-4379-9aaf-05158a3cb4db · outbound

This paper cites BENDR: using transformers and a contrastive self-supervised learning task to learn from massive amounts of EEG data.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification BENDR: using transformers and a contrastive self-supervised learning task to learn from massive amounts of EEG data

Reference 12

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no resolver link, observed 2026-08-07T22:45:38.974210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:45:38.974210Z digest=sha256:e5f1b95570e75c10b69d9c660a09e6121b9539bfa3e3bd55cfd117aedbcb5736

Observation b22a254b-c1e9-4889-ba73-4ce8a8af75a8 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 13

Resolution
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raw_fallback, observed 2026-08-07T22:45:39.832009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:38.978121Z digest=sha256:28d78a84e81666066f024bae10c566655d05ccdaf08ad9d1d088bb8324663c66

Observation 3ae22457-a673-41e6-9a36-838df891d8e4 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:38.981731Z digest=sha256:740299bcc24d3b6c94a5bddf7ec8a303a62b55dac84a3de0d2b32dfd5556d5b0

Observation b56020c4-1f43-477b-8706-1bcccaf22e1b · outbound

This paper cites Kuna, Ruth Benca, Clete A.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Kuna, Ruth Benca, Clete A

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:45:38.985210Z digest=sha256:53f6539e2e29fe495b88165e9521f05710abcca1a91ae0070e6389b83e2c74f8

Observation f29e0da7-b2b4-4269-af7e-c09bbf0dd303 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 16

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raw_fallback, observed 2026-08-07T22:45:39.812577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:38.988785Z digest=sha256:9cfa83ec4d7bc697a44839ebb1b66205e431d49b72c4772655889fe26b862137

Observation b13ea626-47ca-471e-b989-8714ce50be23 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 17

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raw_fallback, observed 2026-08-07T22:45:39.803231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:38.992150Z digest=sha256:d9adc3decbc2df79cca9cc14f37ab2ce2081b862b575001ce90e31dfd206de30

Observation 284b92b1-5d2c-4957-95b9-d3c8001a1649 · outbound

This paper cites Rajendra Acharya.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Rajendra Acharya

Reference 18

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verified exact
doi, observed 2026-08-07T22:45:39.116110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:38.995647Z digest=sha256:b7e223fa4090d7a3351d1b14e5735eeb6f0cc009699dfa7ebf482a03ac86fe96

Observation b337c3b4-4a7e-41bc-929e-4ccc64aa045c · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 19

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raw_fallback, observed 2026-08-07T22:45:39.793549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:38.999231Z digest=sha256:3eb220011b470b7feacc2a0b0dc2028ee8bb548848974ff4ef1b185d5ca25490

Observation 5294b2b0-66e8-4041-861f-8860cf7ac75b · outbound

This paper cites U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-08-07T22:45:39.524536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:39.002606Z digest=sha256:686113bf8097ddc00ec099d76cbdf648b5fce765fbde2d50e6f5b89f50217f63

Observation 546e9c96-004b-43bd-9eec-33ddded1a63b · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 513816ee-ee1a-42aa-8eba-1f0546c445ed · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:39.010116Z digest=sha256:c1af29c8e12b15bb2618f2807481d43173bae933d40ee9d4c0e74fee3deb04c7

Observation 2107680f-31af-4dab-bca6-cb6b0a3d6034 · outbound

This paper cites Chèn, and Maarten De Vos.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Chèn, and Maarten De Vos

Reference 23

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation b2380d9f-878d-4b2a-a15a-af16a8703899 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 24

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raw_fallback, observed 2026-08-07T22:45:39.753080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation b1fd4466-18dc-4355-a052-e30d872bdfe6 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:39.025027Z digest=sha256:66f8e7a02fef183c02afcc3aac8e60275d86a104cc1d3edfafe205e13abf7179

Observation 04a79315-c0dc-4335-90e9-4c64a64b6af0 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 81013d45-2017-430a-952e-e2f871cb8a9f · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 2f64ff8e-1fc0-45e1-ac67-8ead85403690 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 433d129a-75bb-4a5a-81dd-1a1b3c490372 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 29

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raw_fallback, observed 2026-08-07T22:45:39.712923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 7528b1f4-90bf-417d-aa4c-af7e933864e3 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 431a2989-b493-41e1-89c5-659de2c4adaf · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 1b6ff4d9-f5a8-4201-b1f2-bc1ce2eb9ac4 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:45:39.050430Z digest=sha256:7a7762650cb7cf61bed6df79d40a63453c761ef95a2d504e81e1177a6c5228eb

Observation cae27f19-968f-41d7-8f3f-ac28af9731e6 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 33

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raw_fallback, observed 2026-08-07T22:45:39.691730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation b9fd9fd4-4454-48a2-bc04-e82279e98a7b · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Representation Learning with Contrastive Predictive Coding

Reference 35

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f86f561d-e8c3-464a-9e50-398c38e040e6 · outbound

This paper cites What Makes Training Multi-Modal Classification Networks Hard?.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification What Makes Training Multi-Modal Classification Networks Hard?

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:45:39.064559Z digest=sha256:d8c834a3c3c259d1c553c1dfd77d6279eb384a92e238ab14eb017d810dea94b0

Observation 9d635a67-124a-47ac-868d-ccd9dfb18651 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 37

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unresolved
raw_fallback, observed 2026-08-07T22:45:39.681112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:39.068436Z digest=sha256:175cc77eaddc41227a0a2c03c5e1d54da2fb4f57ce0610523960ccb1b017e9d5

Observation f0118d85-ffa7-4936-852e-4d6a3d797151 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 38

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T22:45:39.288097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:39.071991Z digest=sha256:744b0d2427491f5fedc75d32e7b65a2ee441c2fd5a755aaf005498705a03491b

Observation 3d8c9258-4519-43e1-a4c9-d25883ec3270 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 39

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T22:45:39.194248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:39.075595Z digest=sha256:4129830c0c38f0a514a428368eda9de9258029bcb375deda1b72881356e4343c

Observation 66b4939d-30e1-4144-8c17-bfa910221c75 · outbound

This paper cites an unresolved cited work.

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Unresolved cited work

Reference 456

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T22:45:39.509175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T22:45:39.017742Z digest=sha256:e9c967cf88550708480b57e8a93068048574e1cc7c893ca35e1940dadc604368

Pith citing papers

No inbound Pith citation observations are available.