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Paper Citation Record · LEDGER

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

As of 12 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2607.25393.

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

pith.paper-citation-record.v1
2607.25393 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T02:38:21.347742Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

46 of 46 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved46
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 224033c7-99e5-485e-91da-00d5162ecb0a · outbound

This paper cites GPT-4 Technical Report.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment GPT-4 Technical Report

Reference 1

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no resolver link, observed 2026-08-01T02:38:21.203195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.203195Z digest=sha256:114b9aeb3677f502800f947f838b99b41886507a04db702c08deb1610f5d53ea

Observation 57e66fed-4cc9-4026-81cb-6ecc3a609250 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 2

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no resolver link, observed 2026-08-01T02:38:21.207651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.207651Z digest=sha256:6f634bf7e6950b26b416be5e6913c0a2f9b375197cbfb895c89b9d0228ed4566

Observation db9a3ed0-7254-4fab-8e0c-ed7a2091d54a · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.211006Z digest=sha256:4cae3e426ea1da365ff5017d750ddafe734fdfda4359fdc4573a2d18d5705793

Observation 7d4ecd3c-20ed-487c-b80e-6b4c0c4328ed · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 4

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no resolver link, observed 2026-08-01T02:38:21.214308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.214308Z digest=sha256:bdac4672a129125dfeadc2f24767f8ca5d52139a20ee686490f1420bf1f8506f

Observation 3b323443-c956-4754-b110-99bfa03d68ad · outbound

This paper cites Gonzalez, Ion Stoica, and Eric P.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Gonzalez, Ion Stoica, and Eric P

Reference 5

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no resolver link, observed 2026-08-01T02:38:21.218046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.218046Z digest=sha256:282350d784e04af8df679a692a06dde64e55749f342146c42046c269b852d84f

Observation 4e9e41b9-cb46-4bfe-94b3-c8c5dda9ba58 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 6

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no resolver link, observed 2026-08-01T02:38:21.221465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.221465Z digest=sha256:6365f481e44675e0dde3091883baa4d82410d8fc67c702d01e65f3c7f79fe7c7

Observation 25e3b31b-d599-4305-b96d-38973e789649 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 7

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no resolver link, observed 2026-08-01T02:38:21.225178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.225178Z digest=sha256:a5d088534f433ec40beb67d3ac8eb7c79397df1381e139eb4faa5781f828fd5f

Observation c6d93e78-bb92-4b76-b8fd-b727750d363f · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 8

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no resolver link, observed 2026-08-01T02:38:21.228463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.228463Z digest=sha256:5d22e87104fbe03622350d40c0635b0a119356611369e8096c2208719f2e4a84

Observation 4fa2b8a2-7ea3-4fb8-8f87-febe8ff6e6a1 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.231671Z digest=sha256:27be0bfebaad4e16aaec3d5e40777f1c494a7ece50e2f6523b1d0db0fe51e010

Observation 4199c555-493a-41fb-83a3-ab73c58d7c88 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 10

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.238108Z digest=sha256:b1bfc5d243e2fb96debceb8989a6f653ec0f857f5260b1ed5aec73384d80fd8e

Observation f8b2eed3-eedd-4053-a7d8-0b0ba3469e55 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 11

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.241206Z digest=sha256:53263eaf8bb6817b80c2e3befe133e1189d63821e5478cf468af95fdc682c0ba

Observation 73a63252-7071-46e9-bc9f-a157faaf6b92 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 12

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.244265Z digest=sha256:eb386598cacce684f7de30159d8eef3b6df636a72ae3dec0b5fc30d82ec8d993

Observation 9d594d74-7e54-44a3-8f28-7ee3da54f482 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation eedd2dc4-5b05-4c84-b4c8-a4ce0b441865 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 238c93da-a448-4529-84fb-6db8ac9062af · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 15

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Unavailable: canonical work link unavailable.

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Observation ecb9a1de-9f1c-4a7d-96be-56f9f4b96a4d · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.260365Z digest=sha256:3e89e40201edc2e3b5f1ad0f9352891eee6b95d7b514f0db01948daeae6f26bc

Observation c09e997b-f80c-4724-9ad8-72bebb5a7da4 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.267001Z digest=sha256:ee0092dd26181ffe83780a034ad04a981074710886525a4632c77a5c9a48dbd8

Observation 5b9a160d-7db5-4c70-9cd5-41089512e6e6 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 18

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b3c0eb71-8bdc-417d-b51a-d3c5829c59a3 · outbound

This paper cites InInternational Conference on Medical Image Com- puting and Computer-Assisted Intervention.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment InInternational Conference on Medical Image Com- puting and Computer-Assisted Intervention

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 64f102e6-c09a-41db-b6db-87e1731ef0da · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 20

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation a83ec17d-27a6-4feb-baef-448dcebd7826 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 6097cc69-1a1c-4823-8ce6-84f46cbaab1b · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation c5d0bccf-1da9-4ab5-9aed-4e47f8faca25 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation fb99d6a5-d833-4d42-939a-2def6765f21d · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 24

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Unavailable: canonical work link unavailable.

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Observation 7c6053e8-e91e-464c-ae58-df78e5459dfc · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 25

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:38:21.283081Z digest=sha256:35a0e20cf616de686cc0223b4e80954c70cddcb68159906358dce5d8038a1b1b

Observation b766fbe2-75a0-4292-b55d-683ac4d4640a · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 26

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Unavailable: canonical work link unavailable.

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Observation e1a6e437-7a79-4d1f-a71f-31f27f9222d8 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation dca1a64d-c748-44ff-ae0c-0af1c582afd8 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 2218e718-a111-4f7b-ac65-224da3e644e3 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation c61aeef6-d398-4b2e-bca3-e4564be734ab · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation aea9112f-52d0-42ef-ac57-e98531f50dce · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 187a078d-b486-4f99-a475-40ec936a741c · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 3909c7b7-781c-4aa8-83ea-5eaa4df92528 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 2a4cb66b-f334-43f3-92ec-f13dccc9a0e4 · outbound

This paper cites Qwen2 Technical Report.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Qwen2 Technical Report

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 55725c04-5a57-40cf-b5aa-b8eb14d16e21 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 35

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 011ae737-453d-48e4-8d09-ddfc3c1d8d59 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8b14b1a7-cd17-45bc-8162-338987026aec · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b2b7dd7a-8817-4df7-9f02-1628b54b3169 · outbound

This paper cites an unresolved cited work.

Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 38

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no resolver link, observed 2026-08-01T02:38:21.338084Z

Source-reported events for the cited work

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Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

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Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 40

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Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment InProceedings of the 34th Interna- tional Joint Conference on Artificial Intelligence

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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

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Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 46

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Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

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Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment Unresolved cited work

Reference 2025

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Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment InProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 2026

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