Paper Citation Record · LEDGER

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement

As of 7 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2507.02252.

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

pith.paper-citation-record.v1
2507.02252 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:38:56.131251Z

measured 36 of 36 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

36 of 36 outbound references displayed

verified exact0
verified fuzzy24
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fb34e94f-ca82-4607-8fd1-23a25416df9b · outbound

This paper cites 2018 Robotic Scene Segmentation Challenge.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement 2018 Robotic Scene Segmentation Challenge

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T20:38:52.617292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcbaf153-7a17-418b-9b35-6160750cfdb6 · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T20:38:52.661625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6693216a-b591-4d4f-86fd-a2d5e37cce3f · outbound

This paper cites In: MICCAI.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: MICCAI

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:39:01.729178Z

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.

Observation a70c3ee0-be0f-4e3f-9f08-30b05d4527a6 · outbound

This paper cites IEEE Transactions on Medical Imaging (2023).

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement IEEE Transactions on Medical Imaging (2023)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:39:01.500200Z

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.

Observation 4e052957-b246-46e5-b97b-997dd9bcdde9 · outbound

This paper cites NeurIPS 33, 1877–1901 (2020).

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement NeurIPS 33, 1877–1901 (2020)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:39:01.303704Z

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.

Observation bd115e23-310c-46d9-ad91-f7a3ec4889f4 · outbound

This paper cites In: MICCAI.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: MICCAI

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:39:01.064109Z

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.

Observation 2c9c462d-39d5-41d5-8ad6-e6a5a0ffc8b0 · outbound

This paper cites In: MICCAI.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: MICCAI

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:39:00.883422Z

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.

Observation 1f135975-5e36-4b33-8e92-a6b843da3623 · outbound

This paper cites IEEE Transactions on Medical Imaging 40(5), 1377–1389 (2021).

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement IEEE Transactions on Medical Imaging 40(5), 1377–1389 (2021)

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:39:00.692938Z

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.

Observation 0f4ca32c-cbdb-44bf-bd5c-a614f9d424fe · outbound

This paper cites In: MICCAI.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: MICCAI

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:39:00.486923Z

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.

Observation 7383f37d-96ae-4632-b627-9b65a350aef0 · outbound

This paper cites In: BIBM.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: BIBM

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:39:00.263305Z

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.

Observation a9d0dc78-793f-4a56-b22d-c0cbff7c2b34 · outbound

This paper cites In: BIBM.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: BIBM

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:39:00.085371Z

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.

Observation d934d818-37a8-4a92-a730-2905ecf26374 · outbound

This paper cites In: IROS.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: IROS

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T20:38:53.652463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f920c22-dc99-4dd0-8a79-5ddecf101fb8 · outbound

This paper cites In: ICCV.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: ICCV

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:59.858886Z

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.

Observation 6664642d-97ed-40b5-a60d-0c287f2d0702 · outbound

This paper cites NeurIPS 33, 975–985 (2020).

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement NeurIPS 33, 975–985 (2020)

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:59.671253Z

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.

Observation 9c3faf3d-e48d-465a-9540-ff2e3f329c5b · outbound

This paper cites Journal of Orthopaedic Surgery and Research14, 1–21 (2019).

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement Journal of Orthopaedic Surgery and Research14, 1–21 (2019)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:59.473342Z

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.

Observation 56c75fd4-ff56-4d56-a03f-51e7416cdbed · outbound

This paper cites Distilling the Knowledge in a Neural Network.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement Distilling the Knowledge in a Neural Network

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T20:38:54.116450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37f240a5-c75c-4810-867c-0bb1976856eb · outbound

This paper cites In: ECCV.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: ECCV

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:59.199987Z

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.

Observation 62907929-9249-4f43-a4a6-13fff7dc4ad5 · outbound

This paper cites Electronics Letters44(13), 800–801 (2008).

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement Electronics Letters44(13), 800–801 (2008)

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T20:38:54.332484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71514a67-4f92-453c-9eb6-5707d4e19511 · outbound

This paper cites ACM Transactions on Graphics42(6), 1–14 (2023).

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement ACM Transactions on Graphics42(6), 1–14 (2023)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:58.959984Z

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.

Observation 15e600c0-e838-4b67-a1dc-fc9c38195c7b · outbound

This paper cites In: MICCAI.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: MICCAI

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T20:38:54.575891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc3ec8e3-cc29-4169-8a7b-d6d5e5e8655f · outbound

This paper cites IEEE Transactions on Pattern Analysis and Machine Intelligence44(12), 9396–9416 (2021).

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement IEEE Transactions on Pattern Analysis and Machine Intelligence44(12), 9396–9416 (2021)

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:58.739061Z

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.

Observation 64cc6cad-5b9f-41be-87fe-138e428285a2 · outbound

This paper cites NeurIPS36 (2024) 12 Z.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement NeurIPS36 (2024) 12 Z

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:58.479006Z

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.

Observation efdbcaef-0fda-4a55-bfc6-887df081bd1e · outbound

This paper cites In: ISBI.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: ISBI

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:58.224603Z

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.

Observation 8963c10e-f30e-416f-b220-25953a811040 · outbound

This paper cites IEEE Transactions on Image Processing21(12), 4695–4708 (2012).

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement IEEE Transactions on Image Processing21(12), 4695–4708 (2012)

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:57.991227Z

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.

Observation 5fac9235-5363-41a0-a0d6-c77c6c250c8a · outbound

This paper cites completely blind.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement completely blind

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T20:38:55.066521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc3c4d36-f602-4a2f-bb4f-06f968a38d06 · outbound

This paper cites International Journal of Computer Assisted Radiology and Surgery17(5), 885–893 (2022).

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement International Journal of Computer Assisted Radiology and Surgery17(5), 885–893 (2022)

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:57.752230Z

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.

Observation 6205d109-4225-43bf-9b93-a72cffcfb521 · outbound

This paper cites an unresolved cited work.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:38:57.469280Z

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.

Observation 1e291d90-81cd-469d-a48c-da1c403b1316 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T20:38:55.373266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f48db08-bf60-431b-be25-bf06c345e37a · outbound

This paper cites MLLM-Tool: A Multimodal Large Language Model For Tool Agent Learning.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement MLLM-Tool: A Multimodal Large Language Model For Tool Agent Learning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T20:38:55.485841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46f6db20-4465-40ac-ad3d-4f4c4063b563 · outbound

This paper cites In: AAAI.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: AAAI

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:57.221940Z

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.

Observation 92dd06e5-d245-4025-96dc-68bce5f7c300 · outbound

This paper cites IEEE Transactions on Image Process- ing 13(4), 600–612 (2004).

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement IEEE Transactions on Image Process- ing 13(4), 600–612 (2004)

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:56.979410Z

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.

Observation 691cd100-5313-4026-a196-4ee219b9c003 · outbound

This paper cites NeurIPS 35, 24824–24837 (2022).

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement NeurIPS 35, 24824–24837 (2022)

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T20:38:55.784970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dadb420-1e5e-4aef-bdc0-8a46e35fb6d4 · outbound

This paper cites In: Big Data.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: Big Data

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:56.738888Z

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.

Observation 922ea774-e40f-4a8f-b191-6e9b0762a769 · outbound

This paper cites In: ECCV.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: ECCV

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:56.544208Z

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.

Observation 66edf53a-a763-4c61-b22e-fea7378a52cb · outbound

This paper cites International Journal of Computer Assisted Radiology and Surgery19(2), 345–353 (2024).

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement International Journal of Computer Assisted Radiology and Surgery19(2), 345–353 (2024)

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:38:56.357081Z

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.

Observation 93c993c2-d00e-4484-be3c-9d7d3a3aff3d · outbound

This paper cites In: CVPR.

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement In: CVPR

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T20:38:56.131251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.