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Paper Citation Record · LEDGER

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation

As of 8 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2507.12985.

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

pith.paper-citation-record.v1
2507.12985 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:37:28.836036Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

16 of 16 outbound references displayed

  • verified exact6
  • verified fuzzy5
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 630be85a-9bff-4f04-bf3c-f7cd880e50af · outbound

This paper cites SegDiff: Image Segmentation with Diffusion Probabilistic Models.

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation SegDiff: Image Segmentation with Diffusion Probabilistic Models

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T16:37:28.789825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 038c6ae5-6fee-4344-bf02-5e64473b4ebb · outbound

This paper cites Presented at Radiological Society of North America (RSNA) (2023).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation Presented at Radiological Society of North America (RSNA) (2023)

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:37:29.202761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 3995ef81-59ad-44a8-90e0-a89a8588ccfb · outbound

This paper cites Journal of the Korea Computer Graphics Society 29(2), 13–20 (2023).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation Journal of the Korea Computer Graphics Society 29(2), 13–20 (2023)

Reference 3

Resolution
verified exact
doi, observed 2026-08-06T16:37:28.919986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 39537e06-694f-4da9-aa6e-9cfa5bcb8aff · outbound

This paper cites In: Medical Image Com puting 8 J.

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation In: Medical Image Com puting 8 J

Reference 4

Resolution
verified exact
doi, observed 2026-08-06T16:37:28.910544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:37:28.800544Z digest=sha256:32f1360c17527675fe04c44e1be21fbff91caf1285aa23c63e1f17a6a4bc5122

Observation 1c856540-5c67-4311-b4c9-2e655be85064 · outbound

This paper cites IEEE Transactions on Medic al Imaging 43(10), 3570–3583 (2024).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation IEEE Transactions on Medic al Imaging 43(10), 3570–3583 (2024)

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T16:37:28.803964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:37:28.803964Z digest=sha256:4bfb90bb5c3521e8dd05685a36c00c1b3d67db53d7992c28af4ec90153525c4e

Observation 6d5dca28-f0a6-4797-affb-112d5aad3cd1 · outbound

This paper cites Craniomaxillofa cial trauma & reconstruc- tion 6(3), 161–169 (2013).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation Craniomaxillofa cial trauma & reconstruc- tion 6(3), 161–169 (2013)

Reference 6

Resolution
verified exact
doi, observed 2026-08-06T16:37:28.900950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:37:28.806994Z digest=sha256:e5cfe466495717f6c21b45dcee0160e3425e9d404cb5e8e1d1026a9238b0b8bd

Observation 496a68ac-1ff3-4473-8565-02e4791f4bf6 · outbound

This paper cites In: Medical Image Computing and Computer Assisted Int ervention – MIC- CAI 2023.

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation In: Medical Image Computing and Computer Assisted Int ervention – MIC- CAI 2023

Reference 7

Resolution
verified exact
doi, observed 2026-08-06T16:37:28.891629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:37:28.810353Z digest=sha256:b67eefb3142874748f38a625bbf6eb6b1c09fa9f66106f68fce8b4cf477b0e4b

Observation 36959b19-fc4c-42e5-ba87-d380a8207fbf · outbound

This paper cites Presented a t The Korean Society of 3D Printing in Medicine (2022).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation Presented a t The Korean Society of 3D Printing in Medicine (2022)

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:37:29.193013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:37:28.813168Z digest=sha256:6249e890bc41783da7d5f61b647fffff54c033399c1aa63210b0b794163daaef

Observation ff28c7c1-0bd4-4b9d-8c3d-63a477f54041 · outbound

This paper cites Journal of Cranio-Maxillofacial Surgery 47(6), 959–967 (2019).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation Journal of Cranio-Maxillofacial Surgery 47(6), 959–967 (2019)

Reference 9

Resolution
verified exact
doi, observed 2026-08-06T16:37:28.882000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation adb4420b-e49c-4314-9af0-a03f8bd9f96a · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVP R).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVP R)

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:37:29.182635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:37:28.818708Z digest=sha256:ec232b896fd47e1a1851781c64b19435a6c62623838abe18e0aa354dbaf8e3fc

Observation 47154ee2-7dc4-441b-a963-70f78c0e364a · outbound

This paper cites In: Medical Image Computing and Com puter-Assisted In- tervention – MICCAI 2015.

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation In: Medical Image Computing and Com puter-Assisted In- tervention – MICCAI 2015

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:37:29.173292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:37:28.821425Z digest=sha256:3dae5c0f54b54d747b97f92288ff8724872e9aef262a48ed99f107a6d78c5ca3

Observation a87405ce-dd66-4177-a469-f13ac71c96dc · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Reco gnition (CVPR).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Reco gnition (CVPR)

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:37:29.162968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:37:28.827375Z digest=sha256:83c9fc16ada69317dfd62bc8321e1ba0373a02ee1f28d2e6b3647fa027d080a2

Observation e160ecf8-e449-4e91-998b-f80b81253bd6 · outbound

This paper cites IEEE Transactions on Medical Imaging 23(7), 903–921 (2004).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation IEEE Transactions on Medical Imaging 23(7), 903–921 (2004)

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T16:37:28.830356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:37:28.830356Z digest=sha256:1c9101b83b08f4a939ab926507f0569f321bac2e54157f433aee27a7feff5edb

Observation 2911f7ce-c842-4483-a084-72db5f4b91f9 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence 38(6), 6030–6038 (2024).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation Proceedings of the AAAI Conference on Artificial Intelligence 38(6), 6030–6038 (2024)

Reference 14

Resolution
verified exact
doi, observed 2026-08-06T16:37:28.864462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:37:28.833203Z digest=sha256:a54e5fa6c46084f976773ce5526860de0ce4bf92b938a682decf0c935263dc7e

Observation 0d2f1872-ad24-4a3d-ab11-c3e17334f2cc · outbound

This paper cites Knowledge-Based Systems 301, 112350 (2024).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation Knowledge-Based Systems 301, 112350 (2024)

Reference 15

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T16:37:28.989168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:37:28.836036Z digest=sha256:bb5d93c0e943330901d5931e18e130b8e83d1f44f7f2b0c42282a3cbebd6aff4

Observation 6d57d5eb-0926-4b16-9566-a66f05b2da23 · outbound

This paper cites https://doi.org/10.1007/978-3-319-24574-4_28.

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation https://doi.org/10.1007/978-3-319-24574-4_28

Reference 241

Resolution
unresolved
no resolver link, observed 2026-08-06T16:37:28.824177Z

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.