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Paper Citation Record · LEDGER

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging

As of 11 August 2026, this Paper Citation Record lists 100 of 128 outbound references and 0 inbound Pith citation observations for arXiv:2412.20070.

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

pith.paper-citation-record.v1
2412.20070 v2

Coverage vector

measured 100 of 128 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:40:45.166432Z

measured 100 of 100 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

100 of 128 outbound references displayed

  • verified exact7
  • verified fuzzy0
  • unresolved91
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7bab8b79-9957-4982-9fb1-9e96dcde898f · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-10T23:40:44.632218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.632218Z digest=sha256:4e6ff14b6203108c629c728ab13c7cf0bf0d3f49a89ed2ef52d3826c4ada63da

Observation 74337653-049b-4dd7-a843-11b61ad8a124 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 2

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no resolver link, observed 2026-08-10T23:40:44.638587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.638587Z digest=sha256:246f8b00b58726f80f300a7bdf85d98fac43f00917acf630cd8fd02611cdd102

Observation f2c9f252-650a-4a26-b588-e496f6740b45 · outbound

This paper cites Monkeypox Skin Lesion Detection Using Deep Learning Models: A Feasibility Study.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Monkeypox Skin Lesion Detection Using Deep Learning Models: A Feasibility Study

Reference 3

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no resolver link, observed 2026-08-10T23:40:44.644238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.644238Z digest=sha256:de44d7ad43d15c0fcc81e2d3df359a26c09dcd2f26b7b31facad01ee511ef08c

Observation 191eb2e6-2166-4b68-8f51-461ad70477f9 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 4

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no resolver link, observed 2026-08-10T23:40:44.650145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.650145Z digest=sha256:c3350713226c0f31c591c11674c09ec1512c5e3f69710b9614b6182ef66823d2

Observation 8acb57d5-b891-498c-a4bf-25eaeaa1e0b7 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 5

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unresolved
no resolver link, observed 2026-08-10T23:40:44.655624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.655624Z digest=sha256:8a5c080857fe8c2fb01c61553ffefdb89582464d4a0abe863951b572354c151d

Observation 3e346d9c-2771-4df9-ab31-8d8a80d43aac · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 6

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unresolved
no resolver link, observed 2026-08-10T23:40:44.661193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.661193Z digest=sha256:42aa924c49679aee83e69940ec883de8aedfd36d8b8f860c705ba4065e33dc2d

Observation bd79022a-f120-4c04-81cb-a25cf4d1f74d · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-10T23:40:44.667432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.667432Z digest=sha256:510743c3758c4ab911eab4905102a2355f7ad90e3691aef6c7616f4d0c27aeeb

Observation 28e88b93-9e9f-4c02-819b-c58b0891aee3 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 8

Resolution
verified exact
doi, observed 2026-08-10T23:40:45.468263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:44.673621Z digest=sha256:0f90cf716fc4369ab1d42b7018c4dc050ff510b97bba7376823644cb50c96ab6

Observation a0920078-983a-441a-8562-803344f31538 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 9

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unresolved
no resolver link, observed 2026-08-10T23:40:44.678961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.678961Z digest=sha256:d893d5e555595fae6149decfedc642a9cbfc0e1011ba5c914c4ff12fc53268ec

Observation d643307d-d7c0-4785-99be-d04d86287355 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 10

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no resolver link, observed 2026-08-10T23:40:44.684692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.684692Z digest=sha256:35771c434b9898deefc2292b5c11e52176836918d5cbcd5880b9f5df98783b76

Observation 94ca77ad-dd36-4022-8922-eca5c80e8f0a · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 11

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unresolved
no resolver link, observed 2026-08-10T23:40:44.690582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.690582Z digest=sha256:e5ad16b98fd71200f0728db4a3f9acc6b912b0b19b4cf91039acf498302316c8

Observation ec3b58e0-29d8-4200-8ca5-aefffbe80178 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 12

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unresolved
no resolver link, observed 2026-08-10T23:40:44.696709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.696709Z digest=sha256:e4d26883f0ac4ce38ea1ee3790469b9d7a6e291f842787b6f0f1f80385dbeb01

Observation fc81c033-6908-41dc-94da-219af9105e98 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-10T23:40:44.701592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.701592Z digest=sha256:e37180d2e562fa0049150270f52a73aefea7d238f64244bea7ffd40c673773b1

Observation 356b4769-572e-42d3-b369-9c00c0b30466 · outbound

This paper cites Grillo, Cynthia Villalba, Jacques Facon, Veronica Elisa Castillo Benítez , Ingrid Castro Matto , and Diego Aquino-Brítez.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Grillo, Cynthia Villalba, Jacques Facon, Veronica Elisa Castillo Benítez , Ingrid Castro Matto , and Diego Aquino-Brítez

Reference 14

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metadata mismatch
raw_fallback, observed 2026-08-10T23:40:46.592211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:44.706621Z digest=sha256:b9b5a06b9b50132b00fb94beabbd2ee35715e70bb722fc173039789743680e92

Observation 3488c3cd-da67-494d-87ba-95d6e78cd145 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 15

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation eaf781cb-8d5e-432e-a46f-fad13231e036 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 16

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unresolved
no resolver link, observed 2026-08-10T23:40:44.716690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.716690Z digest=sha256:fe8dfc2f89c9d6bb895f19af82a4b6c3ddc2ab37a464df4d5f56b9e1578225ab

Observation 84ff3c10-9740-4fc9-9ebb-8b1b6e234fe9 · outbound

This paper cites MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning

Reference 17

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unresolved
no resolver link, observed 2026-08-10T23:40:44.721852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.721852Z digest=sha256:efabea3ad27c0033a5b0159f414e52ca304643fd347a30062dddd8f5ff7c494c

Observation 895d79ea-704a-479e-8948-f89c959c7064 · outbound

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

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 18

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d8f168fb-7310-4713-8a52-19769bfd956c · outbound

This paper cites Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic

Reference 19

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unresolved
no resolver link, observed 2026-08-10T23:40:44.732844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.732844Z digest=sha256:a157e55475bf05b049a8e897613a2d6d321e5ce0c82986ce8adbff8fbd62165e

Observation e62fc54a-fcba-4e8b-b7e2-8fd2f1936246 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 20

Resolution
malformed identifier
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 444212a7-d342-403e-8bea-30a0e6d6e9be · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-10T23:40:44.743702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.743702Z digest=sha256:b635daeeab6db188ea654eacbb02c858fa46906afc7e8073a904c21b287b620c

Observation 602bebb0-f920-4fe9-956c-4060bbd45471 · outbound

This paper cites Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC).

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC)

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-10T23:40:44.748798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.748798Z digest=sha256:7c727def1bf6c640fff4f93d55606c0cf22b435b09d0056286110239554754f2

Observation 83117472-ebd6-414a-afc1-ca76e6a922d7 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 23

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.754233Z digest=sha256:88d8590107ad0a4ec29e44abff562c3eacf258bd99424b6367a0047a52de57af

Observation fa76a6d9-4d11-4fbf-bbd7-97ba09f0ef4e · outbound

This paper cites BCN20000: Dermoscopic Lesions in the Wild.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging BCN20000: Dermoscopic Lesions in the Wild

Reference 24

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unresolved
no resolver link, observed 2026-08-10T23:40:44.759499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.759499Z digest=sha256:ec8ecd1ca5c8cb69d054a345d5a50aa8713aef1993e428e15127c8042b365064

Observation c7647f5c-3ab9-4920-9add-239757e341ef · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 25

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no resolver link, observed 2026-08-10T23:40:44.765358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation acaea20c-dd66-43a3-88c1-c03be501f953 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 26

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unresolved
no resolver link, observed 2026-08-10T23:40:44.770600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.770600Z digest=sha256:49bc048bf826a8f84a3c56c98cea3320323684f95c279c901c3f6ffd31b53095

Observation 0cf9eeb2-84cc-4cca-9314-8366fb1d5fd0 · outbound

This paper cites AIROGS: Artificial Intelligence for RObust Glaucoma Screening Challenge.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging AIROGS: Artificial Intelligence for RObust Glaucoma Screening Challenge

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-10T23:40:44.776114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 1b871a3f-11f6-4f37-a487-fed27133acb6 · outbound

This paper cites PaLM-E: An Embodied Multimodal Language Model.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging PaLM-E: An Embodied Multimodal Language Model

Reference 28

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unresolved
no resolver link, observed 2026-08-10T23:40:44.781645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 6aa9a1cb-334d-4bb0-949f-475999698de1 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 29

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 34e6a6ae-c4b7-4aee-9b2f-c8dd077fcb45 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 30

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.791911Z digest=sha256:132821c785f3b794bf72eeca751b06bacdb8eeea9e766eb3d7f91bac5f9024bd

Observation c57ad3e0-1c8f-489f-875a-6a4283d60cb4 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 31

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation dfb075d8-e9a9-40ab-8166-6cb958d72403 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 32

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 21f05ac6-fd1e-41f4-9c0f-0e10df3ca617 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 33

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d56a1a96-f630-4808-bcb7-876f824d7e01 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 34

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no resolver link, observed 2026-08-10T23:40:44.812548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 768a9ab2-e235-404a-aa5a-085e4985df08 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 35

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation c750783f-b058-4596-8b01-d7914562204e · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 36

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 129b9f7d-18c7-4321-a711-d340da632615 · outbound

This paper cites Skin Lesion Analysis toward Melanoma Detection: A Challenge at the International Symposium on Biomedical Imaging (ISBI) 2016, hosted by the International Skin Imaging Collaboration (ISIC).

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Skin Lesion Analysis toward Melanoma Detection: A Challenge at the International Symposium on Biomedical Imaging (ISBI) 2016, hosted by the International Skin Imaging Collaboration (ISIC)

Reference 37

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unresolved
no resolver link, observed 2026-08-10T23:40:44.829417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.829417Z digest=sha256:ec1523ab05fddc19cad69aa3ff6ad25235613e70474be22b80fb03770ce126e8

Observation a1c9b84d-a04c-4826-96cd-28428f63d698 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 38

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.834690Z digest=sha256:327ce372cce39d2bf4e1e0ad1d5edad6312fd24c44f9400bcdf698e9f9a5394c

Observation bb5cf674-30ff-4778-8f20-63c157adc3bd · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 39

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unresolved
no resolver link, observed 2026-08-10T23:40:44.839559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:44.839559Z digest=sha256:2c2f176d3fac2d27b846e346df86ecd86fd3b55926a343f670184bd2559b3202

Observation 384aebe2-5845-4332-99ba-571f57506c8f · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 40

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verified exact
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Observation fa4f7781-c181-4891-b5ab-49d964356ce4 · outbound

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Reference 41

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Observation f992b1cc-b337-45de-abd5-e03940969c41 · outbound

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Reference 42

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Observation 980a6779-8a19-4254-aa1b-0cc190e87e88 · outbound

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Reference 43

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Observation 036a7fac-0919-4c60-ba72-ed2490047601 · outbound

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Reference 44

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Observation 26750906-20b5-4f59-bb01-1f236f92c688 · outbound

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Reference 45

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Observation 2c72bd72-89bd-4a18-9a5f-4ae92c99a6af · outbound

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Reference 46

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Observation 4584b3b4-f39f-42b2-aef4-73c314a6e1de · outbound

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Reference 47

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Observation 1c17c74e-78fa-4203-990f-f3fcb95cd902 · outbound

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Reference 48

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Observation efb36fda-c565-4839-8f85-f561ca156700 · outbound

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Reference 49

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Observation 4e37161c-44fa-428e-8d19-6b8e264c4bba · outbound

This paper cites an unresolved cited work.

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Reference 50

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Source-reported events for the cited work

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Observation f996a405-fc85-47e7-85a1-4e5db4b5b9cb · outbound

This paper cites an unresolved cited work.

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Reference 51

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Observation a8ce629d-20c0-4587-868a-cc120812744d · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 52

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Observation 4fdb2f2b-cf4d-4e1b-be6c-4695a11d4fea · outbound

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Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 53

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Observation 8f04d51d-346a-4b96-a81a-127fa0cfce86 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 54

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Observation cd75ae3c-d229-4dfd-8bfd-3494bb3aa937 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 55

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Observation 13040f3b-e8a9-4fda-96f2-33b3a68ce046 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 56

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 47c2b14a-e07d-49ee-9602-761f22c9fb7b · outbound

This paper cites Compositional Generalization for Primitive Substitutions.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Compositional Generalization for Primitive Substitutions

Reference 57

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verified exact
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Source-reported events for the cited work

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Observation d36d064c-136e-46f2-9210-91af0ddbd599 · outbound

This paper cites an unresolved cited work.

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Reference 58

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Observation 3ad12e18-0eeb-4de2-aa0a-b8c5cd3df4a8 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 59

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Observation 5da6c9c8-4237-453e-aa05-31002df2d2a1 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 60

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Observation bf5ea546-c322-4c37-838f-9e0722b24a98 · outbound

This paper cites an unresolved cited work.

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Reference 61

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Observation 4e3fc5b8-45b2-49f2-918c-17a2cfa9f20a · outbound

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Reference 62

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Source-reported events for the cited work

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Observation 71569ce6-5d25-441a-aa39-565c93d948d4 · outbound

This paper cites an unresolved cited work.

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Reference 63

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Source-reported events for the cited work

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Observation c9ecdc70-5975-4c8d-9473-9a70acc3c400 · outbound

This paper cites m2caiSeg: Semantic Segmentation of Laparoscopic Images using Convolutional Neural Networks.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging m2caiSeg: Semantic Segmentation of Laparoscopic Images using Convolutional Neural Networks

Reference 64

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Observation 1a1dab17-68b8-4480-9e25-57bdf1059824 · outbound

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Reference 65

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Source-reported events for the cited work

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Observation d46956c6-540a-4407-9acc-d51c3fd1c7c4 · outbound

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Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging A Systematic Review of Generalization Research in Medical Image Classification

Reference 66

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation b195ffb8-77c4-4205-ad33-c42248a98e13 · outbound

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Reference 67

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 03191255-132a-4429-893c-8bbe8428c26d · outbound

This paper cites an unresolved cited work.

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Reference 68

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Observation 9092d6f9-da65-421b-928f-a7504d03e28c · outbound

This paper cites MultiMed: Massively Multimodal and Multitask Medical Understanding.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging MultiMed: Massively Multimodal and Multitask Medical Understanding

Reference 69

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Observation a4bfbb4c-7f32-486f-9873-ddc9850fba08 · outbound

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Reference 70

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Observation 4140a250-f316-4f53-947d-d7dae5e0b51a · outbound

This paper cites an unresolved cited work.

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Reference 71

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8f934873-c503-4ece-9e0a-842f7c897785 · outbound

This paper cites an unresolved cited work.

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Reference 72

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Source-reported events for the cited work

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Observation 1374e9d7-92a5-4d7c-819e-308d3beb3078 · outbound

This paper cites an unresolved cited work.

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Reference 73

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation e1a2182e-3941-4c2b-a82e-6032f556d2f6 · outbound

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Reference 74

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Source-reported events for the cited work

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Observation c2576b29-fb2e-47e2-8d2f-5bee5848ad9d · outbound

This paper cites an unresolved cited work.

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Reference 75

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 75155a07-d1eb-4edc-9040-8d301cda7686 · outbound

This paper cites an unresolved cited work.

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Reference 77

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation fe00d6f9-1b78-4b29-b827-1f77a8bd601d · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 78

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 00bf4d38-bfe3-4a63-bbfd-4043726d4b9a · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 79

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 05a71a88-07c9-4bbb-8dec-9b914a2899ed · outbound

This paper cites an unresolved cited work.

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Reference 80

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 45998d8f-c4c0-4e81-994d-273dc7aceef5 · outbound

This paper cites Kosmos-2: Grounding Multimodal Large Language Models to the World.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Kosmos-2: Grounding Multimodal Large Language Models to the World

Reference 81

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Observation fca9c9a3-dc6a-4cf0-87fc-9641e6a26248 · outbound

This paper cites an unresolved cited work.

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Reference 82

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.061382Z digest=sha256:d2a20f5e53f8fbf7e7344d690808a0b65dc638bf92da910e1a03f2018e690388

Observation 6d6181b7-320b-475d-a937-64643c970391 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:40:47.320272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.066368Z digest=sha256:5e2a28e527d874211beaf02b3de00b4f567faeb7a7ad4ab154232166b00953fa

Observation dec9a8b0-d69f-4494-a2ee-7c53bed4695c · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-10T23:40:45.076822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:45.076822Z digest=sha256:022d87fccdbe33d3d37ba33a5a9443bc31837af220b0e54c3849b7713ee76ac5

Observation 5aa56283-6dd8-4a94-8b50-044242049e40 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:40:47.304398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.082022Z digest=sha256:0177d1e14f880008cbf705e9342d9c3bd76da6ca4a1d10a1fd03686b4cd7b090

Observation f5bb7104-5310-4882-be1f-18ff32b3a0e8 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-10T23:40:45.087204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:45.087204Z digest=sha256:26b0da389b87560b73a080a760b3d771c9fb12896d31a03f1729b2e29b44f558

Observation aabab31f-8711-4d4d-ba91-9b7303b1f8eb · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:40:47.288632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.092604Z digest=sha256:010352e77e1d3486be5436a6f99c0a331e1ccaea0f35dd1d575f8d13dbe5e210

Observation 2370aae6-bb25-4af4-86e6-110cc9753c84 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 89

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:40:47.270243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.098285Z digest=sha256:df6ffaa27da5c196b1a1e2d928042d93ee2d663986f4d82429f1f17b2e4f2bdf

Observation 1c7d549b-333b-4941-8781-db7450ee9640 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:40:47.253967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.103576Z digest=sha256:b8406ff480420fc167206668b2ad382dce105796f9f80c33692bdf788fdd1f21

Observation ea39f7c0-2e2b-4388-a1f7-25226bf24fcc · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:40:47.236026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.109311Z digest=sha256:837746c71bed25d84b9ccb9cfd5f6282f9499b0387211b813ddf51d49d448a6a

Observation fbb3eaa5-9a35-45df-a731-297999ec6374 · outbound

This paper cites Medical Vision Generalist: Unifying Medical Imaging Tasks in Context.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Medical Vision Generalist: Unifying Medical Imaging Tasks in Context

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-10T23:40:45.114360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:45.114360Z digest=sha256:ffa4692c72335abd11294037a725a02c59ab2ae407eb2200131e9ccfb2813ae1

Observation 0151c7ef-701d-4c47-bff6-9719f47f3d42 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 93

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:40:47.219373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.120304Z digest=sha256:1c860c4aec7f1db65caf74e6cf4ed2d88a5c43a6a9885455e1d9f3cf3c2dcd66

Observation 54ba8f77-dee3-40e7-a055-2b921d5a6b48 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 94

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:40:47.203047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.125255Z digest=sha256:4e513013d4e8105dd8bf50a70894a665416690f4f4dc8e7678a68a4f40406119

Observation 02aebc94-ab88-41d1-a646-f4897c007e4e · outbound

This paper cites Capabilities of Gemini Models in Medicine.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Capabilities of Gemini Models in Medicine

Reference 95

Resolution
unresolved
no resolver link, observed 2026-08-10T23:40:45.130666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:45.130666Z digest=sha256:a7ee01486077f1fded5d4063f89911b45d530f872f34ed23e3c5f6b9b0024de7

Observation c0c894e1-a5f3-4ff6-89b6-fdfb5c65738a · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 96

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:40:47.186154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.136531Z digest=sha256:c4d09fc20ab8a62c9c9222d4a904ef6ab7e2e18261fac75a269a6efffa78c82e

Observation 429e5565-c3e2-4861-b2a5-49be0753fb5b · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 97

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:40:47.169241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.141590Z digest=sha256:95345a8eeee784a0b4ab2ff7437873b6e91604f29613ada8d2711c5926e2296c

Observation 5e0ee3fa-022b-4b18-98f6-4116d2946191 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 98

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:40:47.152457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.146367Z digest=sha256:eec025603098caedf9e6813f56999d29bcc52eda7c8f134d276913e816d40bd0

Observation 13f13198-f537-45f1-945b-4c90efc57a99 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 99

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:40:47.129856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.151934Z digest=sha256:5f363ba52e9fbbc563d26165868d0567d80f119b478bad13e737f7461097d6a6

Observation 6011b193-e1ef-440c-b709-951a8983f3c7 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 100

Resolution
unresolved
no resolver link, observed 2026-08-10T23:40:45.156809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:40:45.156809Z digest=sha256:13cf20a7c1bb911d73014d36fb9720341c74bcd10c8ba7009301800dd47d2b6d

Observation 2d3c8862-8d2e-406e-8d48-4ccbbaba368a · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 101

Resolution
verified exact
raw_fallback, observed 2026-08-10T23:40:45.749811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.161718Z digest=sha256:26e2945fc231d6a5f88bfd1c92efcb734efc7ca34742e98b86318949ca9ec04f

Observation cb59ffad-3f8d-48b5-a97a-c6bf47058921 · outbound

This paper cites an unresolved cited work.

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging Unresolved cited work

Reference 102

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:40:47.112271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T23:40:45.166432Z digest=sha256:1bbc31a47b6f68b9a6b631c2e973d35f7fc3058042a559c82cc057384d1238a5

Pith citing papers

No inbound Pith citation observations are available.