Paper Citation Record · LEDGER

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems

As of 20 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2606.14766.

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

pith.paper-citation-record.v1
2606.14766 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-12T14:31:43.120522Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

21 of 21 outbound references displayed

verified exact0
verified fuzzy0
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9af2c661-f0ae-48b1-84af-0989303f35eb · outbound

This paper cites Multimodal healthcare ai: identifying and designing clinically relevant vision-language applications for radiology,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems Multimodal healthcare ai: identifying and designing clinically relevant vision-language applications for radiology,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51552a53-ed3b-44f7-941f-c9573753c411 · outbound

This paper cites A survey on multimodal large language models in radiology for report generation and visual question answering,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems A survey on multimodal large language models in radiology for report generation and visual question answering,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc8f6dc1-263b-4e56-9166-ed3f9ddf462c · outbound

This paper cites The effects of changes in utilization and technological advancements of cross-sectional imaging on radiologist workload,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems The effects of changes in utilization and technological advancements of cross-sectional imaging on radiologist workload,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43d27593-3cfd-4b39-a83d-032230cd29a6 · outbound

This paper cites Accuracy of radiographic readings in the emergency department,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems Accuracy of radiographic readings in the emergency department,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34adcb4d-d255-47ce-b62d-6782775a3b93 · outbound

This paper cites R2gengpt: Radiology report generation with frozen llms,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems R2gengpt: Radiology report generation with frozen llms,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d60e0ad-ea03-42bd-a657-8d143aa4b702 · outbound

This paper cites Maira at rrg24: A specialised large multimodal model for radiology report generation,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems Maira at rrg24: A specialised large multimodal model for radiology report generation,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84f6e21e-5753-4e31-8536-311249c667f9 · outbound

This paper cites Cares: A comprehensive benchmark of trustworthiness in medical vision language models,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems Cares: A comprehensive benchmark of trustworthiness in medical vision language models,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ab13f3e-d114-4825-88f5-e971e5843a41 · outbound

This paper cites A multi-llm pipeline for retrieval-grounded, bloom’s taxonomy-aligned question generation,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems A multi-llm pipeline for retrieval-grounded, bloom’s taxonomy-aligned question generation,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8136ef5d-8728-46a1-af20-623f0024c5f1 · outbound

This paper cites RadGraph: Extracting Clinical Entities and Relations from Radiology Reports.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems RadGraph: Extracting Clinical Entities and Relations from Radiology Reports

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce019d00-e8b3-480a-ae80-e11bf22e94de · outbound

This paper cites Rule: Reliable multimodal rag for factuality in medical vision language models,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems Rule: Reliable multimodal rag for factuality in medical vision language models,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e9b7a49-4972-4d87-a46d-9187f59f273c · outbound

This paper cites Mdagents: An adaptive collaboration of llms for medical decision-making,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems Mdagents: An adaptive collaboration of llms for medical decision-making,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3567d903-e21e-4206-84a0-09e7620438d6 · outbound

This paper cites Mmedagent: Learning to use medical tools with multi-modal agent,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems Mmedagent: Learning to use medical tools with multi-modal agent,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 272edd98-0d53-4e8e-9025-787a511b9886 · outbound

This paper cites Reasoning with large language models in medicine: a systematic review of techniques, challenges and clinical integration,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems Reasoning with large language models in medicine: a systematic review of techniques, challenges and clinical integration,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2d8e8e5-cfbd-4b36-8b6b-a2505e690f3a · outbound

This paper cites BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8b743c8-1b4d-43ff-ba04-b92661629ba3 · outbound

This paper cites React: Synergizing reasoning and acting in language models,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems React: Synergizing reasoning and acting in language models,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

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Observation 8cd997cb-d622-4610-98f2-acc631cf86f9 · outbound

This paper cites MedGemma Technical Report.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems MedGemma Technical Report

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50739746-db9f-4ed0-adb0-8ef48d8e7f47 · outbound

This paper cites Preparing a collection of radiology examinations for distribution and retrieval,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems Preparing a collection of radiology examinations for distribution and retrieval,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8f939f7-7953-444c-ace1-9557aeb365f2 · outbound

This paper cites Factual Serialization Enhancement: A Key Innovation for Chest X-ray Report Generation.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems Factual Serialization Enhancement: A Key Innovation for Chest X-ray Report Generation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd5405cb-f568-4e3e-ae88-ec62f1c19fd3 · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with human judgments,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems Meteor: An automatic metric for mt evaluation with improved correlation with human judgments,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

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Observation 07457ccd-eaa5-40a3-bdb8-84c6985e9cd1 · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems Judging llm-as-a-judge with mt-bench and chatbot arena,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3b7530b-f744-4748-956c-c6d75811b9c8 · outbound

This paper cites Llava-med: Training a large language-and-vision assistant for biomedicine in one day,.

XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems Llava-med: Training a large language-and-vision assistant for biomedicine in one day,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-12T14:31:43.120522Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.