Paper Citation Record · LEDGER

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

As of 10 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 38 inbound Pith citation observations for arXiv:2502.09838.

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

pith.paper-citation-record.v1
2502.09838 v3

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T20:21:30.578136Z

measured 98 of 98 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 38 of 38 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:26:28.812115Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T12:49:52.188150Z

Reference resolution

60 of 60 outbound references displayed

verified exact0
verified fuzzy5
unresolved55
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a79d72ff-8d7a-419d-90f7-962749e290f4 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.345937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff8d30a5-474a-4dbb-87af-dd5f9d5c1616 · outbound

This paper cites write newline.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.350902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2ca08ce-98fd-4ac2-802e-fd01d3792054 · outbound

This paper cites Phi-4 Technical Report.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Phi-4 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.355525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f0bdb87-856a-415b-9dd0-a31868dbb330 · outbound

This paper cites an unresolved cited work.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:21:31.298100Z

Source-reported events for the cited work

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Observation 7815ca95-f077-402d-8f31-5a207dc26b80 · outbound

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

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.364189Z

Source-reported events for the cited work

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Observation 9a883bb3-5ee7-486f-b653-0df4aa266163 · outbound

This paper cites How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.368662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58d5da58-a9ab-4936-a875-026441128f46 · outbound

This paper cites ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.373363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0df3a09c-f13b-43e2-8bd7-5b42ce84a1a0 · outbound

This paper cites InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.377757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 765f6d23-a933-4519-a11b-b6190abe02e7 · outbound

This paper cites L.; Royston, P.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation L.; Royston, P

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:21:31.285055Z

Source-reported events for the cited work

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Observation f27b664f-8dca-434f-b1ea-0aa51ce3da02 · outbound

This paper cites an unresolved cited work.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.385945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e4f3f10-8bba-4991-8d0d-9c7f6f6a0ec4 · outbound

This paper cites DreamLLM: Synergistic Multimodal Comprehension and Creation.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation DreamLLM: Synergistic Multimodal Comprehension and Creation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.389417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df9ee5e1-5dea-46cd-9367-cad08af3f319 · outbound

This paper cites The Llama 3 Herd of Models.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation The Llama 3 Herd of Models

Reference 12

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 955d416e-941f-4011-aa87-94f755f91918 · outbound

This paper cites an unresolved cited work.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

Reference 13

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Source-reported events for the cited work

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Observation cef15181-dc25-4773-93a6-0df94599faa0 · outbound

This paper cites Planting a SEED of Vision in Large Language Model.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Planting a SEED of Vision in Large Language Model

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.400783Z

Source-reported events for the cited work

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Observation 87e92d4d-b6f6-4f10-964f-b2cc6a8b8dc5 · outbound

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and Generation

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41cebeb9-5d63-430c-84b5-b74639d706b1 · outbound

This paper cites PathVQA: 30000+ Questions for Medical Visual Question Answering.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation PathVQA: 30000+ Questions for Medical Visual Question Answering

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.408452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5d4fa9a-ea1c-4134-b04e-e341883947dc · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation LoRA: Low-Rank Adaptation of Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.412735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd4229fd-4453-4b58-a080-5ecbf14b60d3 · outbound

This paper cites an unresolved cited work.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

Reference 18

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Source-reported events for the cited work

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Observation cb536cdf-9bad-46fb-8034-28d1f16405b4 · outbound

This paper cites an unresolved cited work.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1866d5b-8498-4f23-b04b-4696f0ee1f06 · outbound

This paper cites MIMIC-CXR-JPG, a large publicly available database of labeled chest radiographs.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation MIMIC-CXR-JPG, a large publicly available database of labeled chest radiographs

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.423011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f56d059-72f6-40a6-960d-efaa30b300b0 · outbound

This paper cites J.; Gayen, S.; Ben Abacha, A.; and Demner-Fushman, D.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation J.; Gayen, S.; Ben Abacha, A.; and Demner-Fushman, D

Reference 21

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Observation 8f14d292-db2b-4aac-a894-638d8378474e · outbound

This paper cites an unresolved cited work.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

Reference 22

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Observation b600a6f5-32fa-40d3-9213-f5022d0046a1 · outbound

This paper cites an unresolved cited work.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

Reference 23

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This paper cites an unresolved cited work.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

Reference 24

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Observation 256c3db8-d78d-4d64-8c16-c7163df4e1b4 · outbound

This paper cites an unresolved cited work.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

Reference 25

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Observation 15045fda-8411-4c0a-89de-ffb1e55053dc · outbound

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation TeamLoRA: Boosting Low-Rank Adaptation with Expert Collaboration and Competition

Reference 26

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

Reference 27

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Observation e773658c-3710-4996-9cd0-ffd41c0fdb40 · outbound

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining

Reference 28

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Reference 29

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Observation d1363198-94c9-4499-82ee-60953313826d · outbound

This paper cites an unresolved cited work.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

Reference 30

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Observation 221347bb-a604-423a-bf13-af6b7cfae07f · outbound

This paper cites an unresolved cited work.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

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Observation 4ae5c38a-6578-4d2c-8537-64ea1a32ddd1 · outbound

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation VMamba: Visual State Space Model

Reference 33

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Reference 34

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Observation a0a9b13d-8716-4714-bd51-61cc15799873 · outbound

This paper cites an unresolved cited work.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation MoELoRA: Contrastive Learning Guided Mixture of Experts on Parameter-Efficient Fine-Tuning for Large Language Models

Reference 36

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Observation f32ed0b2-9a44-4aed-afcc-444420cfb786 · outbound

This paper cites an unresolved cited work.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

Reference 38

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation P.; and Rajpurkar, P

Reference 39

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This paper cites VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge

Reference 40

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Reference 41

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Auto-Encoding Morph-Tokens for Multimodal LLM

Reference 42

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al

Reference 43

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation S.; Wei, J.; Chung, H

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:21:31.035641Z

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Observation 0b41489d-f050-4089-8a94-2e7600f8824c · outbound

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Chameleon: Mixed-Modal Early-Fusion Foundation Models

Reference 45

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Observation 21b59699-d2d8-4875-b5ba-a5ab3d5952ff · outbound

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation XrayGPT: Chest Radiographs Summarization using Medical Vision-Language Models

Reference 46

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This paper cites J.; Langendijk, J.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation J.; Langendijk, J

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:21:31.014229Z

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Observation 42485e5a-cc37-40ad-a143-19b968230c90 · outbound

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

Reference 48

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Observation 1fc4e34a-4577-42c7-bb40-643b33d5cde7 · outbound

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation MetaMorph: Multimodal Understanding and Generation via Instruction Tuning

Reference 49

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Observation c9fc2f21-abb7-4426-b851-b37c531d4dc4 · outbound

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Reference 50

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation A Multiscale Visualization of Attention in the Transformer Model

Reference 51

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Emu3: Next-Token Prediction is All You Need

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.545152Z

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Observation 854db43f-424c-431f-950b-1d22774d197a · outbound

This paper cites MedCLIP: Contrastive Learning from Unpaired Medical Images and Text.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.548871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68aa6d0c-2d0c-48b2-830c-85192f02e632 · outbound

This paper cites Soft Masked Mamba Diffusion Model for CT to MRI Conversion.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Soft Masked Mamba Diffusion Model for CT to MRI Conversion

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.552814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e638dabe-03c0-4274-85b4-b5ac8f3ba33c · outbound

This paper cites Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.556793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02be9b8b-2e7d-40e8-9c38-3db5ebe977c9 · outbound

This paper cites NExT-GPT: Any-to-Any Multimodal LLM.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation NExT-GPT: Any-to-Any Multimodal LLM

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.561275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4467cad7-7f42-466b-9b39-75816fab79d0 · outbound

This paper cites Show-o: One Single Transformer to Unify Multimodal Understanding and Generation.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.565783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a49e399f-658f-4bd3-b4e0-d71d51eb8de4 · outbound

This paper cites Yi: Open Foundation Models by 01.AI.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Yi: Open Foundation Models by 01.AI

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.569795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26b2eacf-a4e8-4fec-be29-7780b1f48c46 · outbound

This paper cites A Survey of Large Language Models in Medicine: Progress, Application, and Challenge.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation A Survey of Large Language Models in Medicine: Progress, Application, and Challenge

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.573969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2ff3b74-af73-418e-a796-91ab1c606d32 · outbound

This paper cites an unresolved cited work.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T20:21:30.578136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 56aafb93-0a05-4117-aa2b-b8717cd5045b · inbound

ClinKD: Cross-Modal Clinical Knowledge Distiller For Multi-Task Medical Images cites this paper.

ClinKD: Cross-Modal Clinical Knowledge Distiller For Multi-Task Medical Images HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T17:26:28.812115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25f58b64-0fab-469f-a273-90ff757e11e7 · inbound

DrVD-Bench: Do Vision-Language Models Reason Like Human Doctors in Medical Image Diagnosis? cites this paper.

DrVD-Bench: Do Vision-Language Models Reason Like Human Doctors in Medical Image Diagnosis? HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:08.297921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e5b787d-1eff-499d-91ff-43f9b5bd9487 · inbound

HeartcareGPT: A Unified Multimodal ECG Suite for Dual Signal-Image Modeling and Understanding cites this paper.

HeartcareGPT: A Unified Multimodal ECG Suite for Dual Signal-Image Modeling and Understanding HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-19T10:47:15.119827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8e166a05-56f3-41e2-9ae0-e9f6c259bd0d · inbound

Collaborative Editable Model cites this paper.

Collaborative Editable Model HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T00:24:12.937127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd69d292-3edb-4c3a-bc79-a689ea57871e · inbound

Graft: Integrating the Domain Knowledge via Efficient Parameter Synergy for MLLMs cites this paper.

Graft: Integrating the Domain Knowledge via Efficient Parameter Synergy for MLLMs HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T21:32:23.749088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9c9b596-9ec4-47b5-9e37-c9c5376c5af1 · inbound

4KAgent: Agentic Any Image to 4K Super-Resolution cites this paper.

4KAgent: Agentic Any Image to 4K Super-Resolution HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 120

Resolution: unresolved; no resolver link, observed 2026-08-06T18:52:39.065303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9c13238-f6ed-41f2-829c-bc71cabd0063 · inbound

From Bench to Bedside: A DeepSeek-Powered AI System for Automated Chest Radiograph Interpretation in Clinical Practice cites this paper.

From Bench to Bedside: A DeepSeek-Powered AI System for Automated Chest Radiograph Interpretation in Clinical Practice HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:10:19.926933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9778ad4c-c324-4de3-940c-52da2ec5f6dc · inbound

CX-Mind: A Pioneering Multimodal Large Language Model for Interleaved Reasoning in Chest X-ray via Curriculum-Guided Reinforcement Learning cites this paper.

CX-Mind: A Pioneering Multimodal Large Language Model for Interleaved Reasoning in Chest X-ray via Curriculum-Guided Reinforcement Learning HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T11:00:49.866185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acba068c-68ce-4894-ab1c-a049f54c77a5 · inbound

Towards Better Dental AI: A Multimodal Benchmark and Instruction Dataset for Panoramic X-ray Analysis cites this paper.

Towards Better Dental AI: A Multimodal Benchmark and Instruction Dataset for Panoramic X-ray Analysis HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-04T19:27:40.708059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5ccb342-4a23-4bb1-a3a6-b6b629ad079e · inbound

Epistemic-aware Vision-Language Foundation Model for Fetal Ultrasound Interpretation cites this paper.

Epistemic-aware Vision-Language Foundation Model for Fetal Ultrasound Interpretation HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T09:54:44.122286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5af77546-02b5-4360-bb2d-6999dbacc323 · inbound

Nirvana: A Specialized Generalist Model With Task-Aware Memory Mechanism cites this paper.

Nirvana: A Specialized Generalist Model With Task-Aware Memory Mechanism HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-18T03:05:48.008038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f1127bc3-fb1d-4150-bdd9-541c4d55d6a7 · inbound

M3CoTBench: Benchmark Chain-of-Thought of MLLMs in Medical Image Understanding cites this paper.

M3CoTBench: Benchmark Chain-of-Thought of MLLMs in Medical Image Understanding HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-03T10:49:58.926067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3008b76-9d85-408f-ab25-25b9baed2a81 · inbound

Do All Individual Layers Help? An Empirical Study of Task-Interfering Layers in Vision-Language Models cites this paper.

Do All Individual Layers Help? An Empirical Study of Task-Interfering Layers in Vision-Language Models HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:50:15.314239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5153707a-d6e4-4c3c-a4b8-75c63fb23ff2 · inbound

Deep Expert Injection for Anchoring Retinal VLMs with Domain-Specific Knowledge cites this paper.

Deep Expert Injection for Anchoring Retinal VLMs with Domain-Specific Knowledge HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T18:40:10.243424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 906931da-01c5-4c19-ad22-8ddc7fec5f04 · inbound

Clinical Cognition Alignment for Gastrointestinal Diagnosis with Multimodal LLMs cites this paper.

Clinical Cognition Alignment for Gastrointestinal Diagnosis with Multimodal LLMs HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T06:39:49.009718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 97e7d766-5269-4242-904b-2d49fc54cf0b · inbound

Clinical Cognition Alignment for Gastrointestinal Diagnosis with Multimodal LLMs cites this paper.

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-13T21:18:28.868375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9081e72-f052-4548-a14a-453e47f49d1a · inbound

ScatterPrism: convergence for generative simulation and inverse problems in particle and nuclear physics cites this paper.

ScatterPrism: convergence for generative simulation and inverse problems in particle and nuclear physics HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-13T14:28:05.261852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8eed8dec-1173-40d3-900c-4bf399359195 · inbound

ScatterPrism: convergence for generative simulation and inverse problems in particle and nuclear physics cites this paper.

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-15T11:44:19.622453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 243a85ac-3665-402c-8908-4ccdea2933eb · inbound

MMRareBench: A Rare-Disease Multimodal and Multi-Image Medical Benchmark cites this paper.

MMRareBench: A Rare-Disease Multimodal and Multi-Image Medical Benchmark HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T10:21:01.281396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 011d81a2-0ae3-48bb-b8ff-1e0460fc96d9 · inbound

MMRareBench: A Rare-Disease Multimodal and Multi-Image Medical Benchmark cites this paper.

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T21:17:58.560726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 02ee665d-b4a4-4887-889d-1556c43c4fef · inbound

LMMs Meet Object-Centric Vision: Understanding, Segmentation, Editing and Generation cites this paper.

LMMs Meet Object-Centric Vision: Understanding, Segmentation, Editing and Generation HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 93

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:11:05.095715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e7c7aefc-8687-40af-b71e-ef9abec9918e · inbound

MedRCube: A Multidimensional Framework for Fine-Grained and In-Depth Evaluation of MLLMs in Medical Imaging cites this paper.

MedRCube: A Multidimensional Framework for Fine-Grained and In-Depth Evaluation of MLLMs in Medical Imaging HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-10T12:50:25.222419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cd92e4b4-6d64-459e-b38e-18cb58bf2a4b · inbound

CrossView Suite: Harnessing Cross-view Spatial Intelligence of MLLMs with Dataset, Model and Benchmark cites this paper.

CrossView Suite: Harnessing Cross-view Spatial Intelligence of MLLMs with Dataset, Model and Benchmark HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-20T10:38:12.312592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2523926a-82ae-43d3-99e4-42d56581c090 · inbound

EgoCoT-Bench: Benchmarking Grounded and Verifiable Operation-Centric Chain of Thought Reasoning for MLLMs cites this paper.

EgoCoT-Bench: Benchmarking Grounded and Verifiable Operation-Centric Chain of Thought Reasoning for MLLMs HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:53:22.286871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7a08dbf5-1774-4390-bcd7-83c4ca33ccf1 · inbound

Regulating Anatomy-Aware Rewards via Trajectory-Integral Feedback for Volumetric Computed Tomography Analysis cites this paper.

Regulating Anatomy-Aware Rewards via Trajectory-Integral Feedback for Volumetric Computed Tomography Analysis HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 42

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T08:09:51.820084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 81c6a7cc-d3bf-4bd3-8fba-5415e8ea5aa2 · inbound

Case-Aware Medical Image Classification with Multimodal Knowledge Graphs and Reliability-Guided Refinement cites this paper.

Case-Aware Medical Image Classification with Multimodal Knowledge Graphs and Reliability-Guided Refinement HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-22T06:14:40.526168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 950dbb3e-8a4d-4daa-8086-29a1b98a9cee · inbound

Case-Aware Medical Image Classification with Multimodal Knowledge Graphs and Reliability-Guided Refinement cites this paper.

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-06-30T17:04:56.677242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 63bc9023-2851-4cfe-81be-76f481bf68ee · inbound

InstructSAM: Segment Any Instance with Any Instructions cites this paper.

InstructSAM: Segment Any Instance with Any Instructions HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-06-29T22:44:02.021583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 58381860-7c6d-47fa-9ff0-5d1415bfee72 · inbound

OralAgent: Integrating Reasoning, Tools, and Knowledge for Interactive Dental Image Analysis cites this paper.

OralAgent: Integrating Reasoning, Tools, and Knowledge for Interactive Dental Image Analysis HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 55

Resolution: unresolved; no resolver link, observed 2026-07-13T00:11:26.451809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6e8b494-0a60-4217-8c5b-1141f14a1cb7 · inbound

VisualThink-VLA: Visual Intermediate Reasoning for Effective and Low-Latency Vision-Language-Action Policies cites this paper.

VisualThink-VLA: Visual Intermediate Reasoning for Effective and Low-Latency Vision-Language-Action Policies HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-06-29T08:13:14.662910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation df84383d-5315-4306-a2b5-0ec9a2d0af6b · inbound

UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA cites this paper.

UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 78

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T09:47:59.454599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation acf99726-1d12-4da4-910a-9752a05baf0c · inbound

E-MRL: Cross-view Aligned Evidence-driven Multimodal Reinforcement Learning for Reliable 3D Tumor Analysis cites this paper.

E-MRL: Cross-view Aligned Evidence-driven Multimodal Reinforcement Learning for Reliable 3D Tumor Analysis HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T12:49:52.189470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c7fca1f6-eae8-4504-8f40-1c40a914fee2 · inbound

APRIL-MedSeg: A Modular Medical Image Segmentation Toolbox Embracing Modern Paradigms cites this paper.

APRIL-MedSeg: A Modular Medical Image Segmentation Toolbox Embracing Modern Paradigms HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 143

Resolution: verified exact; arxiv_id, observed 2026-06-30T08:14:26.297422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation df7fa327-c9fd-4575-a1f7-a8cf15706b31 · inbound

APRIL-MedSeg: A Modular Medical Image Segmentation Toolbox Embracing Modern Paradigms cites this paper.

Reference 168

Resolution: verified exact; arxiv_id, observed 2026-07-01T06:45:29.994144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b20bb742-88ee-4d83-b644-8fce354bc2f7 · inbound

The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy cites this paper.

The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 141

Resolution: unresolved; no resolver link, observed 2026-07-14T06:30:16.612345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d24e24fd-a321-4c65-8f57-96f4bde4e4a1 · inbound

Can Multimodal Large Language Models Understand OCT? cites this paper.

Can Multimodal Large Language Models Understand OCT? HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T20:30:22.777147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ea17f7d-1c56-4131-bc2a-5e0ee45de35a · inbound

PathScale-R1: Cross-scale Reasoning for Pathological Image Analysis cites this paper.

PathScale-R1: Cross-scale Reasoning for Pathological Image Analysis HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 43

Resolution: unresolved; no resolver link, observed 2026-07-30T12:15:47.450859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a7c62c7-d235-4cac-aa6d-b5a4b9193e54 · inbound

Rad-JEPA 3D: Radiology Joint-Embedding Predictive Model for 3D Computed Tomography cites this paper.

Rad-JEPA 3D: Radiology Joint-Embedding Predictive Model for 3D Computed Tomography HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T00:38:26.226015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.