Paper Citation Record · LEDGER

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language

As of 12 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2501.03482.

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

pith.paper-citation-record.v1
2501.03482 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:56:12.875821Z

measured 44 of 44 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

44 of 44 outbound references displayed

verified exact0
verified fuzzy10
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c4f205d0-b8b0-43c5-ae2b-5704b18dc11a · outbound

This paper cites , " * write output.state after.block = add.period write newline.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.660107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a932157f-617b-40fe-b951-11c6bf088a06 · outbound

This paper cites write newline.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.665779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3295214c-f13f-48c5-b84e-1351401c3953 · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.578019Z

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 93f8fd47-d876-4494-ae0d-a30082e98c35 · outbound

This paper cites B.; Vorontsov, E.; and et al.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language B.; Vorontsov, E.; and et al

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:13.561131Z

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 9429d04a-f8b4-449c-b8e6-1f35f7e5bde8 · outbound

This paper cites I.; Ortiz, J.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language I.; Ortiz, J

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:13.545007Z

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 c1194bfd-af07-4b69-b163-bc26634ad604 · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.528545Z

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 8289e367-cbd5-4f96-a21a-2057bf3d68e6 · outbound

This paper cites TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.692675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b4fd7ef-ab9a-45e6-b025-dbd5ca872021 · outbound

This paper cites X.; Zheng, H.; Han, Y.; Qiu, X.; and Huang, G.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language X.; Zheng, H.; Han, Y.; Qiu, X.; and Huang, G

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:13.511898Z

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 2f3b5974-2bdc-4266-9c78-203201690740 · outbound

This paper cites DeSAM: Decoupled Segment Anything Model for Generalizable Medical Image Segmentation.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language DeSAM: Decoupled Segment Anything Model for Generalizable Medical Image Segmentation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.703218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e8cb7eb-afc0-435e-85da-daef166952bc · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.707989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca1b9a7f-6092-4d82-95a5-51dcefc31d35 · outbound

This paper cites R.; and Xu, D.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language R.; and Xu, D

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:13.483421Z

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 52c89473-40f5-4030-a516-45f6123a575f · outbound

This paper cites STU-Net: Scalable and Transferable Medical Image Segmentation Models Empowered by Large-Scale Supervised Pre-training.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language STU-Net: Scalable and Transferable Medical Image Segmentation Models Empowered by Large-Scale Supervised Pre-training

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.720833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9538fc12-b966-46c8-becc-fd77090965af · outbound

This paper cites F.; Kohl, S.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language F.; Kohl, S

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.725986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0a810e5-ef32-40db-9a7e-339cb6a48f07 · outbound

This paper cites AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.730947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbcef8a1-bc17-4557-a077-f63c2b4c1b20 · outbound

This paper cites H.; Cho, J.; Choi, S.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language H.; Cho, J.; Choi, S

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:13.456079Z

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 7d78fc4c-b00d-4b7a-a9da-bf8dda969252 · outbound

This paper cites Q.; Belongie, S.; Koltun, V.; and Ranftl, R.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Q.; Belongie, S.; Koltun, V.; and Ranftl, R

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:13.441193Z

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 173900c9-ef5d-4d6b-9d98-ea21cb0a1803 · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.424810Z

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 582f7b79-694d-4714-b397-488780537929 · outbound

This paper cites N.; Wang, G.; and Zhang, S.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language N.; Wang, G.; and Zhang, S

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:13.407852Z

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 5d7197ae-550a-4af0-8e94-c1d995f38378 · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.392077Z

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 af0e2b68-a4ba-4ed3-b2be-fc205a6dc490 · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.375482Z

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 83ef7068-49e4-4f9e-a5ee-1984bdafb222 · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.357623Z

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 4e5ca54e-39bd-4ec0-b0d6-e7f602424ff9 · outbound

This paper cites H.; Lao, Q.; and Li, K.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language H.; Lao, Q.; and Li, K

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:13.338390Z

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 b1e3f8c1-f8d0-45c5-bdb0-110e7648cb6d · outbound

This paper cites W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; Krueger, G.; and Sutskever, I.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; Krueger, G.; and Sutskever, I

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.773913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d50036d-dbf3-4605-80f5-3b832002db6e · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.778345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4b18b3f-848f-421b-8f0b-9befebe0defb · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.309451Z

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 3cd99566-7730-4033-b9c3-052ca3f3ea30 · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.788184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6341d4fa-bd1c-427c-a3e4-3da1086a7bb5 · outbound

This paper cites B.; Lu, L.; Liu, J.; and Summers, R.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language B.; Lu, L.; Liu, J.; and Summers, R

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.792955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fd4415e-6fad-421a-8590-db3e1a907fe1 · outbound

This paper cites M.; Maaz, M.; Rasheed, H.; Khan, S.; Yang, M.-H.; and Khan, F.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language M.; Maaz, M.; Rasheed, H.; Khan, S.; Yang, M.-H.; and Khan, F

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.798193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adb6e8d5-c418-4314-b9b2-7175833bf9a1 · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.269681Z

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 4c3980f9-945f-4a53-98a2-7362ba537b1b · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.251703Z

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 d5259b3c-fb84-452e-951b-01ae12c1a317 · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.232873Z

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 ae5f7579-bb50-45aa-84ca-c2713ff9e89f · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Representation Learning with Contrastive Predictive Coding

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.817131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53b39f70-7316-4fa8-9427-9b23804befa1 · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.215692Z

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 a05e0bf5-acc1-48f4-bae4-1f98881ecad3 · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.198930Z

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 8cbe01d3-1ca2-47c6-a44a-faa4c0f01292 · outbound

This paper cites T.; Pradella, M.; Hinck, D.; Sauter, A.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language T.; Pradella, M.; Hinck, D.; Sauter, A

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:13.181176Z

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 095150c6-3777-44f1-bd1a-481b2f012ace · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.160845Z

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 4bfc259c-a6d7-40b0-a498-83da1f35cb67 · outbound

This paper cites Towards General Purpose Medical AI: Continual Learning Medical Foundation Model.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Towards General Purpose Medical AI: Continual Learning Medical Foundation Model

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.840941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecba7ed7-c92c-42e9-902d-7431095ba2db · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.140083Z

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 3d123c70-05d5-42cb-b745-e72b967b03e4 · outbound

This paper cites CoCa: Contrastive Captioners are Image-Text Foundation Models.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language CoCa: Contrastive Captioners are Image-Text Foundation Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.850305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45abd5f2-514a-47f3-9914-845b82d1665a · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.122816Z

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 a77994a4-1d76-4d67-b381-2b54ffd18a90 · outbound

This paper cites Customized Segment Anything Model for Medical Image Segmentation.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Customized Segment Anything Model for Medical Image Segmentation

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:12.859843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25c657c8-cf02-4d5a-95d7-4fa7bdb6bc2c · outbound

This paper cites H.; Zhou, L.; Dai, X.; Yuan, L.; Li, Y.; and Gao, J.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language H.; Zhou, L.; Dai, X.; Yuan, L.; Li, Y.; and Gao, J

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:13.105463Z

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 ad5ff3b6-5ae3-426d-9156-1831ca055e12 · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.089086Z

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 049a3533-bd46-402e-940a-860e4c7e3b44 · outbound

This paper cites an unresolved cited work.

VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:13.071430Z

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.