Paper Citation Record · LEDGER

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models

As of 8 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 2 inbound Pith citation observations for arXiv:2507.00052.

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

pith.paper-citation-record.v1
2507.00052 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:01:04.768657Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T18:40:36.792668Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T23:24:01.591261Z

Reference resolution

46 of 46 outbound references displayed

verified exact6
verified fuzzy1
unresolved37
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c81f5073-8c84-4a97-b70f-8f3d913953fb · outbound

This paper cites Denial-of-Service Poisoning Attacks against Large Language Models.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Denial-of-Service Poisoning Attacks against Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.636468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a59312e-c4cb-410d-aaad-75157703ee44 · outbound

This paper cites Light-weight Fine-tuning Method for Defending Adversarial Noise in Pre-trained Medical Vision-Language Models.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Light-weight Fine-tuning Method for Defending Adversarial Noise in Pre-trained Medical Vision-Language Models

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:01:05.233185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 23013e2e-11c8-470f-a26f-b5e324331d27 · outbound

This paper cites Unsupervised Multimodal Representation Learning across Medical Images and Reports.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unsupervised Multimodal Representation Learning across Medical Images and Reports

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T23:01:05.221730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 277f4079-6e80-4984-a955-b544773ade26 · outbound

This paper cites Effective and Efficient Adversarial Detection for Vision-Language Models via A Single Vector.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Effective and Efficient Adversarial Detection for Vision-Language Models via A Single Vector

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:01:05.210313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6310cf51-23bf-4cbe-b452-37d67cca0ab5 · outbound

This paper cites Prompt Infection: LLM-to-LLM Prompt Injection within Multi-Agent Systems.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Prompt Infection: LLM-to-LLM Prompt Injection within Multi-Agent Systems

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.650354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ab85162-2727-4dc3-b454-f3ca069b425e · outbound

This paper cites Corpa: Adversar- ial image generation for chest x-rays using concept vec- tor perturbations and generative models.arXiv preprint arXiv:2502.05214,.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Corpa: Adversar- ial image generation for chest x-rays using concept vec- tor perturbations and generative models.arXiv preprint arXiv:2502.05214,

Reference 11

Resolution: verified exact; raw_fallback, observed 2026-08-06T23:01:05.170597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 36005488-fcee-4fcc-b058-6a63a1a67fc6 · outbound

This paper cites An Early Categorization of Prompt Injection Attacks on Large Language Models.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models An Early Categorization of Prompt Injection Attacks on Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.662388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edabf549-1dd4-42e9-8f72-6c4a6e2a2354 · outbound

This paper cites Multimedeval: A benchmark and a toolkit for evaluating medical vision- language models.arXiv preprint arXiv:2402.09262,.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Multimedeval: A benchmark and a toolkit for evaluating medical vision- language models.arXiv preprint arXiv:2402.09262,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.665808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b76f13a8-04f9-4610-8be0-0da2f9c9cc80 · outbound

This paper cites Fighting Fire with Fire: Adversarial Prompting to Generate a Misinformation Detection Dataset.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Fighting Fire with Fire: Adversarial Prompting to Generate a Misinformation Detection Dataset

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.668572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 892363c9-d243-47b9-904e-b23eb3085f1a · outbound

This paper cites Safeguarding Vision-Language Models Against Patched Visual Prompt Injectors.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Safeguarding Vision-Language Models Against Patched Visual Prompt Injectors

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.671789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcfcce9e-d1bb-45a0-9034-20911b354ab5 · outbound

This paper cites Security-First AI: Foundations for Robust and Trustworthy Systems.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Security-First AI: Foundations for Robust and Trustworthy Systems

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:01:05.007371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f7be1b2d-d592-4d02-a637-eae44f822dcb · outbound

This paper cites Impact of adversarial examples on the efficiency of interpretation and use of information from high-tech medical images.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Impact of adversarial examples on the efficiency of interpretation and use of information from high-tech medical images

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:01:05.469818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7befcee0-65f9-4bd7-a0ea-7c813d5b32cb · outbound

This paper cites FMBench: Benchmarking Fairness in Multimodal Large Language Models on Medical Tasks.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models FMBench: Benchmarking Fairness in Multimodal Large Language Models on Medical Tasks

Reference 18

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T23:01:04.995542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 13d4c41c-3466-4795-b9ed-37622cee7814 · outbound

This paper cites A Survey of Safety on Large Vision-Language Models: Attacks, Defenses and Evaluations.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models A Survey of Safety on Large Vision-Language Models: Attacks, Defenses and Evaluations

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.683861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6195d26a-623c-434c-995a-39f5edcafdb9 · outbound

This paper cites Jailbreak Vision Language Models via Bi-Modal Adversarial Prompt.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Jailbreak Vision Language Models via Bi-Modal Adversarial Prompt

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.686795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51ccba5c-0fd9-4e72-a5ab-81c28a9ee95a · outbound

This paper cites Adaptive Attacks Break Defenses Against Indirect Prompt Injection Attacks on LLM Agents.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Adaptive Attacks Break Defenses Against Indirect Prompt Injection Attacks on LLM Agents

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.689987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bfdab27-4c2d-41c8-84d2-028ba9d1282e · outbound

This paper cites LLM Safeguard is a Double-Edged Sword: Exploiting False Positives for Denial-of-Service Attacks.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models LLM Safeguard is a Double-Edged Sword: Exploiting False Positives for Denial-of-Service Attacks

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.693015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bb94a97-a60f-46f9-a01f-880cfbcd4407 · outbound

This paper cites # Medical Case Review.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models # Medical Case Review

Reference 23

Resolution: verified exact; raw_fallback, observed 2026-08-06T23:01:04.951181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c3f56f76-953d-4481-ab28-dee377fe101c · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.460967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e372a69f-f77b-4260-9526-5e35938b4dd8 · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.452676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 147e0360-d6ae-4177-8d1e-7c360ba7bf40 · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.442772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5b6bbd24-0b30-4c8b-8928-c7f2200d4764 · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.433527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 29cd76ed-0a83-4daa-9946-8feddec68353 · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.425417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 075f0d7b-51e8-4efd-a574-2e315584e3d7 · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.416204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7c79bfcc-1dc0-4754-bc00-659ccc3a1384 · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.408289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 45ae5ba7-7586-4147-be35-75764837a27d · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.400175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 12c60c7f-d502-4592-b9b9-7df01211cb9b · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.391369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 336746c7-2306-4f39-a7f1-40dabe68006d · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.383269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fce492d9-ce77-44c0-ae3c-b43fe31cdf02 · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.374116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7c94b2ff-ce5e-434e-87b0-11ab0ba30315 · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.365915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0b8a7f06-7969-43b2-b3c2-4fc64c03cde4 · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.357941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aa583225-99fa-4e92-9d82-c30aea7d5f6f · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.349323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5821c197-b3c3-4fb0-bde2-7b58737203a5 · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.340522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 016b1c0f-dec2-4b03-9b95-95b924dc0ece · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.331691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8f23af60-4524-4890-b2d5-7565f062307a · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.323396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1bc49b26-1534-48c8-8f3d-8d266281f27b · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.315062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 26546824-fe73-47b7-8562-fe7992207c0c · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.306291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8867b849-5ab5-4408-8261-556bc39680a0 · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.297051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 49ef7cd3-bb5d-4900-b0c0-872266f3995a · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.279537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 68950d32-72a1-4a97-887e-c6ef2685a0e9 · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.288095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation acf86f40-e453-4551-8c43-f29a8511d581 · outbound

This paper cites an unresolved cited work.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:01:05.271333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ccb3c126-1df2-4150-a4e6-468ddb3e62d0 · outbound

This paper cites Does CLIP Benefit Visual Question Answering in the Medical Domain as Much as it Does in the General Domain?.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Does CLIP Benefit Visual Question Answering in the Medical Domain as Much as it Does in the General Domain?

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.632061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab40982d-9c60-4d9b-82d2-4c181213f577 · outbound

This paper cites DIRI: Adversarial Patient Reidentification with Large Language Models for Evaluating Clinical Text Anonymization.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models DIRI: Adversarial Patient Reidentification with Large Language Models for Evaluating Clinical Text Anonymization

Reference 2022

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:01:05.183286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation be5c8c50-11ed-4dbb-a60b-4b47e7176bbd · outbound

This paper cites AutoDAN-Turbo: A Lifelong Agent for Strategy Self-Exploration to Jailbreak LLMs.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models AutoDAN-Turbo: A Lifelong Agent for Strategy Self-Exploration to Jailbreak LLMs

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.653534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 511dfeda-dcd8-4fa1-a7cf-9049f0455ae1 · outbound

This paper cites CAMOUFLAGE: Exploiting Misinformation Detection Systems Through LLM-driven Adversarial Claim Transformation.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models CAMOUFLAGE: Exploiting Misinformation Detection Systems Through LLM-driven Adversarial Claim Transformation

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.628243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34319c02-9c9d-4ade-ad70-684638604c49 · outbound

This paper cites Systematically Analyzing Prompt Injection Vulnerabilities in Diverse LLM Architectures.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models Systematically Analyzing Prompt Injection Vulnerabilities in Diverse LLM Architectures

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.623937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 30dcb317-e3f1-4d75-9f79-200a330519e4 · inbound

6 Fingers, 1 Kidney: Natural Adversarial Medical Images Reveal Critical Weaknesses of Vision-Language Models cites this paper.

6 Fingers, 1 Kidney: Natural Adversarial Medical Images Reveal Critical Weaknesses of Vision-Language Models VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T18:40:36.792668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 034891e1-aaa7-446d-80e5-b1e82686856d · inbound

LLM-as-a-Judge in Healthcare: A Scoping Analysis of Applications, Methods, and Human Alignment cites this paper.

LLM-as-a-Judge in Healthcare: A Scoping Analysis of Applications, Methods, and Human Alignment VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models

Reference 124

Resolution: verified exact; arxiv_id, observed 2026-06-29T23:24:01.592771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.