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Paper Citation Record · LEDGER

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction

As of 10 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2607.02938.

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

pith.paper-citation-record.v1
2607.02938 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-12T05:57:52.610916Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

32 of 32 outbound references displayed

  • verified exact2
  • verified fuzzy0
  • unresolved30
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 04367b64-d0a0-4749-9d3c-a7ca870ebd2c · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5eb5dd9e-96bf-444a-9f40-573f2cbb253f · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 2

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no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:f81dbf4de27145e6cf8cc2cd9f30357e90f83fc37eb6ccb464d8e83f82363c4a

Observation 2ab77980-4ea7-40f6-bb3a-4665016fd8ec · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 3

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no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:782483d21f09edb44ae8d8c8de5735328a1e09e7f214405f4762517040568076

Observation ce129b79-2c9e-4f6d-b037-852bf6217dd6 · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 4

Resolution
verified exact
doi, observed 2026-07-12T05:58:31.829194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation e5cc2de8-0c4f-4db7-9fe6-b54ed6f049ae · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 5

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no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation ceb84a47-3e7f-4458-aa2e-e9bcc9c50040 · outbound

This paper cites 1994.An introduction to the bootstrap.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction 1994.An introduction to the bootstrap

Reference 6

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no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:e63e896beed669207f147e8c158a928e42c914d7f7ff3875bb6872127cb881e2

Observation 17c92b02-2d4e-4787-b242-9dbf7cc2fb95 · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 7

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unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:4eb52805513787b234756e0fe8dcf5494a2e449f28a9a980b46cfa2159f6b650

Observation b46ad621-0a56-4f98-87f5-f4a764e0b7a0 · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 8

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unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:ced7f81885b17cdd0bf72977b5ccee16d1b281c1196dda24efa4fb0864ca9d4d

Observation 5007d59f-a0c7-47ef-895d-12c7941baa41 · outbound

This paper cites AST: Audio Spectrogram Transformer.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction AST: Audio Spectrogram Transformer

Reference 9

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no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:eca3e36e7e7174bbeeb5aac4042237b45632a356a0cbfb6a0909107447f31f02

Observation 6acf7c79-8e5b-4ae5-857b-c71e1ab68df9 · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 10

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no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:1894312a5ecbecb7e181c9b8799dd119aee89adc2975b2fc3288215efca8808e

Observation 7d973332-aa30-4bbb-a3f4-7672d1757f75 · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 11

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no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:aaf4f9774552f6742ed93639d250c9a8b014730756c1c1fefde90dd34809acde

Observation 075ffc29-e3b6-4501-8af7-244f8b340c03 · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 12

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no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:ed0b06ddc7bc7076a5410e37194bb1927c018d705a0fe4ab46d0a7a1c4411582

Observation ef7c36d0-7920-4a92-b551-e6c80a029c3b · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:809135c65be3688db8d069a77a846023f6bcd543c46591060f83d735d6cc5d53

Observation 638bafe8-5dbc-4dfd-b4ca-c8c55aeb6acb · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:a2f2f3be2fb85bbc2de0824e8eca5d277490ea17a695a39bf4278ab54457122c

Observation c5f7e1c9-c7ed-4542-8c11-0a9c005cdd44 · outbound

This paper cites Comparison of Time-Frequency Representations for Environmental Sound Classification using Convolutional Neural Networks.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Comparison of Time-Frequency Representations for Environmental Sound Classification using Convolutional Neural Networks

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:fd7d0f12ecbbf6831d90b605696047288f5f48e2f3ed1d6e102573a5abb99521

Observation 80e4fb2f-b769-4588-a271-934b8cfee252 · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 16

Resolution
verified exact
doi, observed 2026-07-12T05:58:31.836559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:f033f630685e0f875063feae6c150e5b959250cf9e116ab96378f32d86764b0e

Observation 2bc67e41-6114-4967-a31c-381e545943c3 · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 17

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unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 4a85822d-0672-4ba2-a46b-b2a7276f7e9d · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 18

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unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation a17f0334-fced-4b31-93e9-68957d8ecca3 · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 19

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unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f98919ed-0af0-43de-8f38-1810f1fe30bc · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 20

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:5db1ea32b92255fb2c4fd4ff1ed3b3f19789bd6021f97acc6ea9d1cc56f5b5f9

Observation 030a79b3-50c9-4fc2-ae3f-9990f3d5c1b7 · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:fde2eab16795aa0d59cd23406b33983a43c7de558c4d53bb1704a7ad64556705

Observation 186f7b07-869c-4d65-81de-106430db1c4c · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 22

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unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:cbf87e144c7f324748b35f2b72176cb899f1c2ae45b13bf38d8a140eab26af9c

Observation 2eb990e6-bc4b-4554-a546-a1d907327f8f · outbound

This paper cites Liu Sheng, and Joseph Dunbar.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Liu Sheng, and Joseph Dunbar

Reference 23

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unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 1e3d30f2-c5ba-4071-a6d6-c3e10b9c7c54 · outbound

This paper cites A Time Series is Worth 64 Words: Long-term Forecasting with Transformers.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction A Time Series is Worth 64 Words: Long-term Forecasting with Transformers

Reference 24

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no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5679decf-eb1e-4df5-98c4-03e7b0b12091 · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 28805c90-412f-4b18-8c42-d061b5c1cd1c · outbound

This paper cites Multi-Time Attention Networks for Irregularly Sampled Time Series.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Multi-Time Attention Networks for Irregularly Sampled Time Series

Reference 26

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unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation da008355-6105-451a-b412-56f029a001d0 · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 27

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no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 736e5874-b17e-482d-9e3c-20e7a138e0b4 · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 28

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unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 005e5025-2cd6-4ea8-8a12-6afdfe965e34 · outbound

This paper cites TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis

Reference 29

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no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 2bef55d0-febf-4d27-89e7-fea984b89243 · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 30

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unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:f754d7f2bd8297d72f25941abb5921b617e842a3630471c5e830c01902e3f9b6

Observation a62668c1-339e-4303-9f7b-ebf3923167ff · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 31

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unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:57:52.610916Z digest=sha256:a6a49e487be9ac9cb96ae42668d10767556a5b737e5fd2ff006912ee6851589a

Observation 8b240da5-6e08-460b-9bf1-a471c5eb7b8d · outbound

This paper cites an unresolved cited work.

Missingness as Signal: Channel-Independent Spectrogram Learning for Clinical Time Series Prediction Unresolved cited work

Reference 32

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unresolved
no resolver link, observed 2026-07-12T05:57:52.610916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Pith citing papers

No inbound Pith citation observations are available.