Paper Citation Record · LEDGER

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation

As of 21 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2607.04344.

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

pith.paper-citation-record.v1
2607.04344 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T19:56:14.354465Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

28 of 28 outbound references displayed

verified exact0
verified fuzzy0
unresolved28
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3be0a676-4af8-466e-94f9-f021590ad595 · outbound

This paper cites In: International Conference on Medical Image Computing and Computer-Assisted Intervention.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation In: International Conference on Medical Image Computing and Computer-Assisted Intervention

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7794460-3948-4917-8941-f5d4d287f8c4 · outbound

This paper cites Qwen3-VL Technical Report.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation Qwen3-VL Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b735d965-1274-413c-baa4-1d637489cf7f · outbound

This paper cites Qwen2.5-VL Technical Report.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation Qwen2.5-VL Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2215453b-b7dd-4452-8a2e-6a605180ce9d · outbound

This paper cites HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8e53b23-24da-482f-9f86-fb37baf32cd2 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e061fef4-7406-45c1-aa5d-9e0041cb18a5 · outbound

This paper cites Heliyon10(17) (2024).

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation Heliyon10(17) (2024)

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a022e946-96af-49c8-ba15-8406b6336cd9 · outbound

This paper cites arXiv preprint arXiv:2510.08668 (2025).

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation arXiv preprint arXiv:2510.08668 (2025)

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35918302-4ba7-47d1-9055-cb42d877f13b · outbound

This paper cites Advances in ophthalmology practice and research (2025).

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation Advances in ophthalmology practice and research (2025)

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db7a0a12-1573-4372-b625-674a6824258c · outbound

This paper cites In: Proceedings of the 33rd ACM International Conference on Multimedia.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation In: Proceedings of the 33rd ACM International Conference on Multimedia

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbce9605-b0ed-43f2-a77f-13356febbfb8 · outbound

This paper cites Frontiers in Cell and Devel- opmental Biology13, 1600202 (2025).

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation Frontiers in Cell and Devel- opmental Biology13, 1600202 (2025)

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79170038-36fd-42a6-86c8-18b0f4dc0d15 · outbound

This paper cites In: Text sum- marization branches out.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation In: Text sum- marization branches out

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90b0bb3c-3c6b-4b57-9270-a0b91bba2db8 · outbound

This paper cites In: Proceedings of the Computer Vision and Pattern Recognition Conference.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation In: Proceedings of the Computer Vision and Pattern Recognition Conference

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac2732d5-ab98-4b79-bf5b-d9c13d43e034 · outbound

This paper cites Diagnostics15(24), 3199 (2025).

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation Diagnostics15(24), 3199 (2025)

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3139c425-e377-4545-b67a-17834d0af6b9 · outbound

This paper cites Scientific Reports15(1), 5117 (2025).

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation Scientific Reports15(1), 5117 (2025)

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b9a8e81-68a3-488d-a70c-3510f1254150 · outbound

This paper cites Scientific Reports15(1), 1462 (2025).

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation Scientific Reports15(1), 1462 (2025)

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49a8f9da-fe54-4357-ac6e-4b945f31af95 · outbound

This paper cites In: Proceedings of the 40th annual meeting of the Association for Computational Linguistics.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation In: Proceedings of the 40th annual meeting of the Association for Computational Linguistics

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f294a998-2df5-410e-9671-4561477c455f · outbound

This paper cites VisionFM: a Multi-Modal Multi-Task Vision Foundation Model for Generalist Ophthalmic Artificial Intelligence.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation VisionFM: a Multi-Modal Multi-Task Vision Foundation Model for Generalist Ophthalmic Artificial Intelligence

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dafacc66-3511-4c56-a9d3-7d53628e42bb · outbound

This paper cites MedGemma Technical Report.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation MedGemma Technical Report

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de4f9fef-d532-4dc9-b3fb-78745e392091 · outbound

This paper cites npj Digital Medicine8(1), 381 (2025).

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation npj Digital Medicine8(1), 381 (2025)

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49a65163-ca1b-462d-84a4-63a3659bc357 · outbound

This paper cites OpenAI GPT-5 System Card.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation OpenAI GPT-5 System Card

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6377ce37-03c7-4e37-8cb1-41ef3b4dbdb3 · outbound

This paper cites an unresolved cited work.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c933a383-2313-44d4-9e31-c3cd84d40db0 · outbound

This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation In: Proceedings of the AAAI Conference on Artificial Intelligence

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cb78ca2-776c-4c27-9065-1914de887036 · outbound

This paper cites iLABMED3(1), 64–85 (2025).

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation iLABMED3(1), 64–85 (2025)

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f861d38-6a2e-4537-a507-fa7f50fdaf60 · outbound

This paper cites Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa6ffc41-fec4-4361-9a1c-d7fa7b309b4c · outbound

This paper cites In: International Conference on Medical Image Computing and Computer-Assisted Intervention.

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6845427b-1e38-457c-9de7-c5f7263b50aa · outbound

This paper cites Allergology International74(1), 86–96 (2025).

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation Allergology International74(1), 86–96 (2025)

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 504d2a59-2bb5-4d62-be64-33d3447cb71b · outbound

This paper cites Master’s thesis, University of Applied Sciences Hagenberg, Hagenberg, Aus- tria (Jul 2010),https://www.phash.org/docs/pubs/thesis_zauner.pdf, mas- ter’s thesis.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation Master’s thesis, University of Applied Sciences Hagenberg, Hagenberg, Aus- tria (Jul 2010),https://www.phash.org/docs/pubs/thesis_zauner.pdf, mas- ter’s thesis

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc86dfc2-4a3a-47b4-9d3e-3688bbd7c8f7 · outbound

This paper cites Nature622(7981), 156–163 (2023).

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation Nature622(7981), 156–163 (2023)

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.