Paper Citation Record · LEDGER

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model

As of 18 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 8 inbound Pith citation observations for arXiv:2507.17303.

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

pith.paper-citation-record.v1
2507.17303 v2

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:55:44.830518Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T11:07:07.657853Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-03T19:08:49.942230Z

Reference resolution

55 of 55 outbound references displayed

verified exact0
verified fuzzy30
unresolved24
parse uncertain0
malformed identifier1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6dd5ee9a-a6d8-4719-9721-d1aa5efabebd · outbound

This paper cites an unresolved cited work.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:55:45.564079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 26176643-a21c-42d5-8adc-37b33c436f70 · outbound

This paper cites neural information processing systems 36, 37995–38017 (2023).

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model neural information processing systems 36, 37995–38017 (2023)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.554057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2fccdeb4-8804-4574-bab4-80d831e173a0 · outbound

This paper cites Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.636105Z

Source-reported events for the cited work

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Observation dea7474f-299b-4d4a-9c43-23f7efcd5829 · outbound

This paper cites & Chen, H.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model & Chen, H

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.544441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 447bdc62-fd8a-4cdb-89f3-ed3297ebdc18 · outbound

This paper cites & Heng, P.-A.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model & Heng, P.-A

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.534864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 31290524-3e5b-4e44-bd66-ef2201775669 · outbound

This paper cites J.et al.Towards a general-purpose foundation model for computational pathology.Nat.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model J.et al.Towards a general-purpose foundation model for computational pathology.Nat

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.648053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8ccf0a7-25dd-45d0-8585-e41ab00c9abb · outbound

This paper cites an unresolved cited work.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.652172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a1af3c0-f02e-4ca3-bfec-25257a867198 · outbound

This paper cites & Gao, X.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model & Gao, X

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.511654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a04b7021-a028-4dec-9c4f-fe0c4e725c97 · outbound

This paper cites Medicine30, 1081–1091 (2024).

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Medicine30, 1081–1091 (2024)

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.502123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6f829bd5-b248-4eff-ac0d-177f8587be94 · outbound

This paper cites & Xue, H.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model & Xue, H

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.492782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d08b2351-4bd5-44e3-80e0-967d6f2528fd · outbound

This paper cites & Deng, C.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model & Deng, C

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.482424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bf6c2d36-a2f5-4035-81a5-4df09f5fe9c0 · outbound

This paper cites A Multimodal Knowledge-enhanced Whole-slide Pathology Foundation Model.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model A Multimodal Knowledge-enhanced Whole-slide Pathology Foundation Model

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.672360Z

Source-reported events for the cited work

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Observation 0b212113-12bf-402a-afdd-e77b3f35ad11 · outbound

This paper cites & Liu, W.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model & Liu, W

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.473575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 480aa4ae-5274-4dec-9c65-1839bd5bcf13 · outbound

This paper cites & Deng, C.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model & Deng, C

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.465107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 54907ad3-e6f8-41e5-891a-9d9d085fb248 · outbound

This paper cites & Zhang, L.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model & Zhang, L

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.456082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 634db98f-e6fd-4c35-ab77-2dd33256a934 · outbound

This paper cites Segment Anything in Pathology Images with Natural Language.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Segment Anything in Pathology Images with Natural Language

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.687122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09c24bdc-af55-4c96-9445-fa8669abe78e · outbound

This paper cites & Lee, Y.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model & Lee, Y

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.447536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4a13ec0b-7e18-4c04-a467-b9858ac09f72 · outbound

This paper cites S., Ikezogwo, W.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model S., Ikezogwo, W

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.439114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6f3ae54e-3402-4a2c-9c81-3b075b02587c · outbound

This paper cites Qwen2.5-VL Technical Report.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Qwen2.5-VL Technical Report

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.698780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d54596b1-f550-4756-a820-7cc9e9da0de5 · outbound

This paper cites Neural Inf.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Neural Inf

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.429973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 74d8165b-16e1-4ed4-82fb-7cc202ad809f · outbound

This paper cites 28.Demšar, J.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model 28.Demšar, J

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.707072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da1e9b45-40c0-438a-a722-1faed1ffc872 · outbound

This paper cites an unresolved cited work.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:55:45.420716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f82a7139-2b2a-44c0-83fa-a4c98128d178 · outbound

This paper cites A., Jordan, M.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model A., Jordan, M

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.411288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 428b7364-d565-4932-b4b5-6fc9f27a9a72 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.718123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9d4b007-2b62-4164-8be5-45fb16b1c468 · outbound

This paper cites Proximal Policy Optimization Algorithms.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Proximal Policy Optimization Algorithms

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.721919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aab849f-1e66-4f92-816b-1ee0c2b27442 · outbound

This paper cites & Brück, O.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model & Brück, O

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.402289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3e54f595-d979-41ef-a6f3-179bd697c0f3 · outbound

This paper cites & Jin, M.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model & Jin, M

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.392220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6c3ce33f-37a1-412e-b107-4e52e0ee923b · outbound

This paper cites N.et al.Deep learning can predict microsatellite instability directly from histology in gastrointestinal cancer.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model N.et al.Deep learning can predict microsatellite instability directly from histology in gastrointestinal cancer

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.382707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bf63d2f9-9f29-4dd9-b982-1df55e857d3f · outbound

This paper cites Heal.5, e265–e275 (2023).

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Heal.5, e265–e275 (2023)

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.372428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 68968467-35d3-4c45-b8d6-20bf541900b2 · outbound

This paper cites oncology11, 806603 (2022).

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model oncology11, 806603 (2022)

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.362416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c13d7a11-a974-4bd6-a438-758efcdc3099 · outbound

This paper cites an unresolved cited work.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:55:45.352845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 117c31be-801f-4846-9ed8-e6f86e5e6108 · outbound

This paper cites A.et al.Unitopatho, a labeled histopathological dataset for colorectal polyps classification and adenoma dysplasia grading.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model A.et al.Unitopatho, a labeled histopathological dataset for colorectal polyps classification and adenoma dysplasia grading

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.747484Z

Source-reported events for the cited work

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Observation 549d795f-6f9a-45c7-b64b-305701a4cb25 · outbound

This paper cites A., Oliveira, L.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model A., Oliveira, L

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.336942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 43a8af0b-ce20-4f09-846b-d2b5443f131d · outbound

This paper cites an unresolved cited work.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:55:45.328196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ee69b442-5c73-4d4c-acb5-1b9b24be64c0 · outbound

This paper cites an unresolved cited work.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:55:45.319242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 14010974-695a-4235-8f15-c53413fbe893 · outbound

This paper cites image analysis52, 199–211 (2019).

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model image analysis52, 199–211 (2019)

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.310037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d5e332e8-8f78-4cdf-b413-f21eb6e9a909 · outbound

This paper cites image analysis80, 102485 (2022).

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model image analysis80, 102485 (2022)

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.300871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 80df227e-533e-4c25-8302-596d65a1f59b · outbound

This paper cites Image Analysis94, 103155 (2024).

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Image Analysis94, 103155 (2024)

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.291940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 138356b1-23b1-486a-9bfa-5760e147a20c · outbound

This paper cites an unresolved cited work.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:55:45.283084Z

Source-reported events for the cited work

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Observation 0773c73b-40f3-47c8-a933-0433772ba8ae · outbound

This paper cites A., Molina, R.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model A., Molina, R

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.273962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7d70cc3c-1b15-42a2-a715-444fd8d84f89 · outbound

This paper cites & Walter, T.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model & Walter, T

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.263948Z

Source-reported events for the cited work

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Observation 56069b37-72b4-4a67-bed2-cddbfb70fcfb · outbound

This paper cites WSSS4LUAD: Grand Challenge on Weakly-supervised Tissue Semantic Segmentation for Lung Adenocarcinoma.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model WSSS4LUAD: Grand Challenge on Weakly-supervised Tissue Semantic Segmentation for Lung Adenocarcinoma

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.782568Z

Source-reported events for the cited work

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Observation 056028db-c1f8-4b2b-8f85-f9d8813b7bb1 · outbound

This paper cites image analysis35, 489–502 (2017).

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model image analysis35, 489–502 (2017)

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.251435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 121fd6a9-bad3-4b89-ad98-fda8cb410f49 · outbound

This paper cites an unresolved cited work.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:55:45.238331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c187ca91-c3d3-4e1c-9a07-837c04caadc3 · outbound

This paper cites In European Conference on Computer Vision, 56–73 (Springer, 2024).

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model In European Conference on Computer Vision, 56–73 (Springer, 2024)

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.226307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3c58e469-9e86-466e-82c7-265abe42d3d7 · outbound

This paper cites PathVQA: 30000+ Questions for Medical Visual Question Answering.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model PathVQA: 30000+ Questions for Medical Visual Question Answering

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.797106Z

Source-reported events for the cited work

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Observation bc1ea702-c354-44f5-b329-483241c41d52 · outbound

This paper cites InProceedings of the Computer Vision and Pattern Recognition Conference, 5134–5143 (2025).

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model InProceedings of the Computer Vision and Pattern Recognition Conference, 5134–5143 (2025)

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.212468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5f1e9048-9207-4f43-9c9e-320d9de8a4c3 · outbound

This paper cites an unresolved cited work.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Unresolved cited work

Reference 59

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Source-reported events for the cited work

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Observation f2095987-e2c9-47f2-8de2-c187e331e86f · outbound

This paper cites E.et al.Diagnostic assessment of deep learning algorithms for detection of lymph node metastases in women with breast cancer.Jama318, 2199–2210 (2017).

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model E.et al.Diagnostic assessment of deep learning algorithms for detection of lymph node metastases in women with breast cancer.Jama318, 2199–2210 (2017)

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.807947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e54c3b74-8890-4a45-9d61-14a7aa2c002f · outbound

This paper cites an unresolved cited work.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:55:45.187892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 76402ca0-0e9d-4247-9061-b99acec4de9a · outbound

This paper cites J.et al.The cptac data portal: a resource for cancer proteomics research.J.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model J.et al.The cptac data portal: a resource for cancer proteomics research.J

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.815797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53062dee-0ad2-4bd8-aa5b-632a5cc0897f · outbound

This paper cites oncology11, 759007 (2021).

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model oncology11, 759007 (2021)

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.169274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dd515b1e-c740-4e6a-9a25-81f53a0d52b7 · outbound

This paper cites methods22, 166–176 (2025).

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model methods22, 166–176 (2025)

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:55:45.159330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ff8bcc34-c322-4ca1-8ccc-beac4c88873a · outbound

This paper cites Adam: A Method for Stochastic Optimization.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Adam: A Method for Stochastic Optimization

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T14:55:44.827066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3891564-0f62-48fd-8372-2a79c2bf4d39 · outbound

This paper cites Signal Process.

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model Signal Process

Reference 67

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T14:55:44.984729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 87ca559c-67b1-4bc8-ac76-6ac4fab82b0e · inbound

Democratising Pathology Co-Pilots: An Open Pipeline and Dataset for Whole-Slide Vision-Language Modelling cites this paper.

Democratising Pathology Co-Pilots: An Open Pipeline and Dataset for Whole-Slide Vision-Language Modelling A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-16T21:03:31.625783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 43bcebaf-e645-499f-ad1c-337bd1afa0e5 · inbound

EndoGov: A knowledge-governed multi-agent expert system for endometrial cancer risk stratification cites this paper.

EndoGov: A knowledge-governed multi-agent expert system for endometrial cancer risk stratification A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:36:14.226677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cd28b11a-39f0-4544-adc3-dd1732e699a8 · inbound

DALPHIN: Benchmarking Digital Pathology AI Copilots Against Pathologists on an Open Multicentric Dataset cites this paper.

DALPHIN: Benchmarking Digital Pathology AI Copilots Against Pathologists on an Open Multicentric Dataset A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:51:31.820386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6f60d598-44a1-4e29-bdd8-df07fc85c66e · inbound

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow cites this paper.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-06-30T19:15:01.399454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 112af9c2-cd12-4e39-a361-be89f3f7871a · inbound

A Multi-modal Agentic Co-pilot for Evidence Grounded Computational Pathology cites this paper.

A Multi-modal Agentic Co-pilot for Evidence Grounded Computational Pathology A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:47:27.827995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cf8c0318-c7e0-43d4-a97f-2218d196b7df · inbound

Enhancing Pathological VLMs with Cross-scale Reasoning cites this paper.

Enhancing Pathological VLMs with Cross-scale Reasoning A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T19:08:49.943763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 83f606d9-455a-4956-964e-29f2ee26ba79 · inbound

Enhancing Pathological VLMs with Cross-scale Reasoning cites this paper.

Enhancing Pathological VLMs with Cross-scale Reasoning A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T11:07:07.657853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ed18c3a-d026-4094-ad83-63106baf3056 · inbound

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment cites this paper.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-01T02:38:21.334325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.