Paper Citation Record · LEDGER

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin

As of 12 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2508.20398.

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

pith.paper-citation-record.v1
2508.20398 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:08:10.661383Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

18 of 18 outbound references displayed

verified exact0
verified fuzzy16
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3bcd8ea6-cfd6-488b-9c86-398ddf9a2c1d · outbound

This paper cites Medical Image Analysis 101, 103472 (2025).

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin Medical Image Analysis 101, 103472 (2025)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.984837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 78066a78-8955-4f32-b52e-8c40ebea489f · outbound

This paper cites IEEE Transactions on Medical Imaging 43(7), 2466–2478 (2024).

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin IEEE Transactions on Medical Imaging 43(7), 2466–2478 (2024)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.969482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 42c33c9a-e40f-4207-bbf4-76a605ead05a · outbound

This paper cites ISA Transactions 114, 251–262 (2021).

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin ISA Transactions 114, 251–262 (2021)

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.953170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2d91151a-136c-4eda-8861-d1fa7f9f487b · outbound

This paper cites In: Proceedings of the 2012 Computing in Cardiology Conference (2012).

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin In: Proceedings of the 2012 Computing in Cardiology Conference (2012)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.938960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9837ea7e-2c86-4a50-ac16-a92ab74834d1 · outbound

This paper cites Biomedical Signal Processing and Control 7(5), 481 –489 (2012).

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin Biomedical Signal Processing and Control 7(5), 481 –489 (2012)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.923698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 058304f7-c4ed-4bfa-9a19-0fa44abbd8c5 · outbound

This paper cites Biomedical Signal Processing and Control 69, 102903 (2021).

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin Biomedical Signal Processing and Control 69, 102903 (2021)

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.909645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation af09dd3e-d169-4f28-98a3-c95f59f69dde · outbound

This paper cites In: Proceedings of the 2006 International Conference of the IEEE Engineer- ing in Medicine and Biology Society.

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin In: Proceedings of the 2006 International Conference of the IEEE Engineer- ing in Medicine and Biology Society

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.894635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 22c019b9-6c14-4930-b55d-d1a3de0de644 · outbound

This paper cites IEEE Sensors Journal 22(23), 22725–22733 (2022).

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin IEEE Sensors Journal 22(23), 22725–22733 (2022)

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.879266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bc0ba3d3-93d2-4102-88f2-e2f84dc90f89 · outbound

This paper cites -Y.: Noise reduc- tion in ECG signals using fully convolutional denoising autoencoders.

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin -Y.: Noise reduc- tion in ECG signals using fully convolutional denoising autoencoders

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.858635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 749ccfcf-01bb-4957-8762-90ee37fb3a39 · outbound

This paper cites Deep Recurrent Neural Networks for ECG Signal Denoising.

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin Deep Recurrent Neural Networks for ECG Signal Denoising

Reference 10

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T15:08:10.730345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5b887f69-40a5-4c7f-8324-aa5d609a63d1 · outbound

This paper cites Biomedical Signal Processing and Control 63, 102225 (2021).

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin Biomedical Signal Processing and Control 63, 102225 (2021)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.843650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b739d707-bdab-4dbf-b935-73a75d1a758d · outbound

This paper cites IEEE Journal of Bio- medical and Health Informatics (2023).

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin IEEE Journal of Bio- medical and Health Informatics (2023)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.829161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation beeea1b1-0bc5-4188-8af4-ef2a4bbecbfa · outbound

This paper cites IEEE Transactions on Instrumentation and Measurement 71, 1–10 (2022).

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin IEEE Transactions on Instrumentation and Measurement 71, 1–10 (2022)

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.813181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b13c06b0-23f4-4461-8b24-eb859fe3a15e · outbound

This paper cites IEEE Transactions on Instrumentation and Measurement 72, 1–11 (2023).

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin IEEE Transactions on Instrumentation and Measurement 72, 1–11 (2023)

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.796439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ad0b5f66-f017-449f-9a9a-bf4198199da7 · outbound

This paper cites ECG Signal Denoising Using Multi-scale Patch Embedding and Transformers.

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin ECG Signal Denoising Using Multi-scale Patch Embedding and Transformers

Reference 15

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T15:08:10.707298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fedde152-d731-4d35-8e84-813057696afc · outbound

This paper cites Electronics 12(7), 1606 (2023).

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin Electronics 12(7), 1606 (2023)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.778722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation eb44bd51-7bf1-4ecd-b96b-56358c0a0289 · outbound

This paper cites Phys- iological Measurement 42(11), 115002 (2021).

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin Phys- iological Measurement 42(11), 115002 (2021)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.762920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation adc5155a-84bd-4a8d-9047-e8fe4211a5a0 · outbound

This paper cites Biomedical Signal Processing and Control 50, 62–71 (2019).

TF-TransUNet1D: Time-Frequency Guided Transformer U-Net for Robust ECG Denoising in Digital Twin Biomedical Signal Processing and Control 50, 62–71 (2019)

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:08:10.747239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

No inbound Pith citation observations are available.