HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale | Paper Citation Record

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CATCH: Complementary Adaptive Token-level Contrastive Decoding to Mitigate Hallucinations in LVLMs cites this paper.

CATCH: Complementary Adaptive Token-level Contrastive Decoding to Mitigate Hallucinations in LVLMs HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 3

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GMAI-VL & GMAI-VL-5.5M: A Large Vision-Language Model and A Comprehensive Multimodal Dataset Towards General Medical AI cites this paper.

GMAI-VL & GMAI-VL-5.5M: A Large Vision-Language Model and A Comprehensive Multimodal Dataset Towards General Medical AI HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 14

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On Domain-Adaptive Post-Training for Multimodal Large Language Models cites this paper.

On Domain-Adaptive Post-Training for Multimodal Large Language Models HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T05:56:46.703498Z

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Observation 6ee5fc8a-b11a-4c47-9a5f-491b582c54de · inbound

HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs cites this paper.

HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 55

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

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging cites this paper.

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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EndoChat: Grounded Multimodal Large Language Model for Endoscopic Surgery cites this paper.

EndoChat: Grounded Multimodal Large Language Model for Endoscopic Surgery HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:41.782690Z

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Observation d4e072af-8f2f-42b8-90f8-3d6f18fed410 · inbound

From large language models to multimodal AI: A scoping review on the potential of generative AI in medicine cites this paper.

From large language models to multimodal AI: A scoping review on the potential of generative AI in medicine HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 140

Resolution: unresolved; no resolver link, observed 2026-08-07T22:13:31.837086Z

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

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

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

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Observation 3cc28d30-d7b8-4649-b8f4-24f7a5d66950 · inbound

OmniV-Med: Scaling Medical Vision-Language Model for Universal Visual Understanding cites this paper.

OmniV-Med: Scaling Medical Vision-Language Model for Universal Visual Understanding HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T11:46:51.430911Z

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Observation 5c792d77-8aff-41a4-a8b1-48e9d6d2cec6 · inbound

Multimodal Large Language Models for Medicine: A Comprehensive Survey cites this paper.

Multimodal Large Language Models for Medicine: A Comprehensive Survey HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:54.016989Z

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Observation c68f42d4-107b-4be0-b3ac-eac6aee055fa · inbound

Keep the General, Inject the Specific: Structured Dialogue Fine-Tuning for Knowledge Injection without Catastrophic Forgetting cites this paper.

Keep the General, Inject the Specific: Structured Dialogue Fine-Tuning for Knowledge Injection without Catastrophic Forgetting HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T06:02:49.092496Z

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Observation 0aae5dd9-3380-4448-8881-2bbf1da15a07 · inbound

Ultrasound Report Generation with Multimodal Large Language Models for Standardized Texts cites this paper.

Ultrasound Report Generation with Multimodal Large Language Models for Standardized Texts HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T22:02:10.384396Z

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Observation 07975337-5dba-4b77-82b1-1f4658557184 · inbound

MedSG-Bench: A Benchmark for Medical Image Sequences Grounding cites this paper.

MedSG-Bench: A Benchmark for Medical Image Sequences Grounding HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T20:50:47.499892Z

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Observation 3e925468-2865-475f-a3e4-b7789c589afb · inbound

Focus on What Matters: Enhancing Medical Vision-Language Models with Automatic Attention Alignment Tuning cites this paper.

Focus on What Matters: Enhancing Medical Vision-Language Models with Automatic Attention Alignment Tuning HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:33:44.809561Z

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Observation 4984e00a-9b04-4f94-9a48-9fc79a1f61ca · inbound

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning cites this paper.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.360661Z

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Observation 1acf071c-13bb-4a89-b1a7-1a3f015cf456 · inbound

Interpreting Chest X-rays Like a Radiologist: A Benchmark with Clinical Reasoning cites this paper.

Interpreting Chest X-rays Like a Radiologist: A Benchmark with Clinical Reasoning HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T12:57:02.678990Z

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Observation dd08d31e-90e7-4d0c-8dd7-fb5aee4c4f6b · 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? HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:06.182529Z

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Observation c4e31152-36ae-4729-892b-c3b61923bd92 · inbound

MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book cites this paper.

MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:02.852643Z

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Observation 733d3356-3db0-49f4-99cc-eae4d693064b · inbound

Medical World Model: Generative Simulation of Tumor Evolution for Treatment Planning cites this paper.

Medical World Model: Generative Simulation of Tumor Evolution for Treatment Planning HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T11:31:48.640705Z

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Observation c8d9a6ba-42ad-4486-958d-4bf2f8dcc8ad · 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 HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T10:47:15.081327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a3f3f9be-363b-4006-9834-d829cd011408 · inbound

RARL: Improving Medical VLM Reasoning and Generalization with Reinforcement Learning and LoRA under Data and Hardware Constraints cites this paper.

RARL: Improving Medical VLM Reasoning and Generalization with Reinforcement Learning and LoRA under Data and Hardware Constraints HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:22.717492Z

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Observation 48dcebf1-4bf3-43a9-822f-079ce5e67f00 · inbound

HSENet: Hybrid Spatial Encoding Network for 3D Medical Vision-Language Understanding cites this paper.

HSENet: Hybrid Spatial Encoding Network for 3D Medical Vision-Language Understanding HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T04:47:07.641054Z

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Observation 8c3e2485-fa62-42fe-9688-a2403bd9e1a3 · inbound

Thought Graph Traversal for Test-time Scaling in Chest X-ray VLLMs cites this paper.

Thought Graph Traversal for Test-time Scaling in Chest X-ray VLLMs HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:17:13.932466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0ec0d310-c99a-4b0b-81d9-446500bb119c · inbound

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond cites this paper.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:17.728304Z

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Observation 592a6bd3-963f-47f0-a361-7739fe31f85f · inbound

Rethinking Test-Time Scaling for Medical AI: Model and Task-Aware Strategies for LLMs and VLMs cites this paper.

Rethinking Test-Time Scaling for Medical AI: Model and Task-Aware Strategies for LLMs and VLMs HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T20:08:55.923492Z

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Observation 7942a764-7136-4e6a-910c-8649d2c17e1b · inbound

MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration cites this paper.

MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T18:31:37.237413Z

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Observation 5829d0ea-3cdc-4841-8729-a2442c5c2caf · inbound

CheXPO: Preference Optimization for Chest X-ray VLMs with Counterfactual Rationale cites this paper.

CheXPO: Preference Optimization for Chest X-ray VLMs with Counterfactual Rationale HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T18:55:17.613129Z

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Observation 24cc1d87-4463-494b-9f1d-208e1c2bfc93 · inbound

MIRA: A Novel Framework for Fusing Modalities in Medical RAG cites this paper.

MIRA: A Novel Framework for Fusing Modalities in Medical RAG HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T18:34:25.360730Z

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Observation ef3b3bd9-d951-4494-8e39-26b57aa1de30 · inbound

Uncertainty-Driven Expert Control: Enhancing the Reliability of Medical Vision-Language Models cites this paper.

Uncertainty-Driven Expert Control: Enhancing the Reliability of Medical Vision-Language Models HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T18:06:23.774162Z

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Observation faf3aa55-f2f1-43e7-b1d3-3c55f7592289 · inbound

How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study cites this paper.

How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T17:19:46.890585Z

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Observation 4180b87b-fc99-4342-8b17-1fff9bf367cf · inbound

Extracting Visual Facts from Intermediate Layers for Mitigating Hallucinations in Multimodal Large Language Models cites this paper.

Extracting Visual Facts from Intermediate Layers for Mitigating Hallucinations in Multimodal Large Language Models HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:34.476129Z

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Observation 4e8e76aa-958b-4d80-92ef-d64a3930fd5f · 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 HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T11:00:49.945470Z

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Observation 199e2a0d-04a8-440f-b669-2c3d141aa345 · inbound

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models cites this paper.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T23:37:06.417636Z

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Observation 654ea1b8-186c-4fda-b34c-6ae2f4e6c556 · inbound

Knowing or Guessing? Robust Medical Visual Question Answering via Joint Consistency and Contrastive Learning cites this paper.

Knowing or Guessing? Robust Medical Visual Question Answering via Joint Consistency and Contrastive Learning HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T16:21:43.094255Z

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Observation 52eb3776-1329-4adb-8b07-ab4f5dc31559 · inbound

Enhancing 3D Medical Image Understanding with Pretraining Aided by 2D Multimodal Large Language Models cites this paper.

Enhancing 3D Medical Image Understanding with Pretraining Aided by 2D Multimodal Large Language Models HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-04T19:48:44.653849Z

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Observation 2dd43cdf-efbc-4911-80f6-fd3a22fc74af · 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 HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T19:27:40.611783Z

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Observation d8977dd1-3c51-4d54-a3fc-f62988cf15b8 · inbound

Capturing Gaze Shifts for Guidance: Cross-Modal Fusion Enhancement for VLM Hallucination Mitigation cites this paper.

Capturing Gaze Shifts for Guidance: Cross-Modal Fusion Enhancement for VLM Hallucination Mitigation HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T08:14:35.849953Z

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Observation 97cf8811-c31d-467a-8cb8-c73f7373d61d · inbound

CLARITY: Medical World Model for Guiding Treatment Decisions by Modeling Context-Aware Disease Trajectories in Latent Space cites this paper.

CLARITY: Medical World Model for Guiding Treatment Decisions by Modeling Context-Aware Disease Trajectories in Latent Space HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T17:52:07.640057Z

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Observation 1d3fc894-ee14-4e1f-abd3-91792a3331e9 · inbound

IBISAgent: Reinforcing Pixel-Level Visual Reasoning in MLLMs for Universal Biomedical Object Referring and Segmentation cites this paper.

IBISAgent: Reinforcing Pixel-Level Visual Reasoning in MLLMs for Universal Biomedical Object Referring and Segmentation HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-16T17:33:10.132677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bf1e47a4-c6ab-47e7-8e2d-53a55127c2ce · 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 HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-03T10:49:58.923107Z

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Observation 3840de88-751e-4afd-ba85-0b28dc408eba · inbound

MEDSYN: Benchmarking Multi-EviDence SYNthesis in Complex Clinical Cases for Multimodal Large Language Models cites this paper.

MEDSYN: Benchmarking Multi-EviDence SYNthesis in Complex Clinical Cases for Multimodal Large Language Models HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-15T19:36:32.807527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ae4fd3de-ae19-4dd5-8777-e9e4ccb2e5c3 · inbound

Beyond Medical Diagnostics: How Medical Multimodal Large Language Models Think in Space cites this paper.

Beyond Medical Diagnostics: How Medical Multimodal Large Language Models Think in Space HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-02T18:16:32.110889Z

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Observation 7bb6f50f-f719-47b1-b16e-108788089657 · inbound

Deterministic Hallucination Detection in Medical VQA via Confidence-Evidence Bayesian Gain cites this paper.

Deterministic Hallucination Detection in Medical VQA via Confidence-Evidence Bayesian Gain HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T17:47:52.088098Z

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Observation 5ccaa8e1-d88d-4ae9-a63c-0889fc11bedd · inbound

Spatial navigation in preclinical Alzheimer's disease: A review cites this paper.

Spatial navigation in preclinical Alzheimer's disease: A review HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-13T19:53:53.219607Z

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Observation d64d33f4-50da-4aa0-9b21-c8c002083005 · inbound

MedOpenClaw and MedFlowBench: Auditing Medical Agents in Full-Study Workflows cites this paper.

MedOpenClaw and MedFlowBench: Auditing Medical Agents in Full-Study Workflows HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T00:08:21.666841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5cd3d405-e309-46e2-9619-58fca984db3e · 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 HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 5

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

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Observation 197074b1-5345-4f8b-ba8f-d687477009ab · 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 HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 5

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

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Observation 2e54f11e-c003-43d3-b341-021267cad10f · inbound

Scalable and Private Federated Learning Using Distributed Differential Privacy and Secure Aggregation cites this paper.

Scalable and Private Federated Learning Using Distributed Differential Privacy and Secure Aggregation HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-13T08:39:01.975337Z

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Observation 71bbd91b-1bfc-4079-b77c-f93b36c0136b · inbound

A Utility-preserving De-identification Pipeline for Cross-hospital Radiology Data Sharing cites this paper.

A Utility-preserving De-identification Pipeline for Cross-hospital Radiology Data Sharing HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:30:59.599810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b0a2712d-e26a-41ab-8f96-7c6ee7b040d2 · 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 HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-10T12:50:25.257886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7cf6206d-be77-4dd4-904f-efc47039eb89 · inbound

Seeing Through Experts Eyes A Foundational Vision Language Model Trained on Radiologists Gaze and Reasoning cites this paper.

Seeing Through Experts Eyes A Foundational Vision Language Model Trained on Radiologists Gaze and Reasoning HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:15:26.144571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 80d0b41f-bebd-4f55-8c46-89536b31d7e9 · inbound

X-PCR: A Benchmark for Cross-modality Progressive Clinical Reasoning in Ophthalmic Diagnosis cites this paper.

X-PCR: A Benchmark for Cross-modality Progressive Clinical Reasoning in Ophthalmic Diagnosis HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-10T01:04:49.687180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2eb0ed3f-43a7-4ef2-a9cb-ba6d34e78ddb · inbound

MedHorizon: Towards Long-context Medical Video Understanding in the Wild cites this paper.

MedHorizon: Towards Long-context Medical Video Understanding in the Wild HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:16:07.533998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1153f00b-9f48-4dbb-92b8-059a49c3dad1 · inbound

DeepTumorVQA: A Hierarchical 3D CT Benchmark for Stage-Wise Evaluation of Medical VLMs and Tool-Augmented Agents cites this paper.

DeepTumorVQA: A Hierarchical 3D CT Benchmark for Stage-Wise Evaluation of Medical VLMs and Tool-Augmented Agents HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T06:41:43.388149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ca4e5bde-3444-4c15-9ffc-148920d52e5d · inbound

AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks cites this paper.

AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:11:21.929441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation afc2741f-a9a7-4cdb-a1c9-2a62f8bc5c6a · inbound

AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks cites this paper.

AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 88

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T05:31:25.823602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e2a5b865-88e4-4acf-8623-8df39f8eb0e1 · inbound

DermAgent: A Self-Reflective Agentic System for Dermatological Image Analysis with Multi-Tool Reasoning and Traceable Decision-Making cites this paper.

DermAgent: A Self-Reflective Agentic System for Dermatological Image Analysis with Multi-Tool Reasoning and Traceable Decision-Making HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T02:58:33.487014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3614521a-79b0-4132-9ed7-dab180e83428 · inbound

RoiMAM: Region-of-Interest Medical Attention Model for Efficient Vision-Language Understanding cites this paper.

RoiMAM: Region-of-Interest Medical Attention Model for Efficient Vision-Language Understanding HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T19:58:58.612149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 45e836c7-ed99-47e1-8601-d894ef2d6b22 · 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 HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:09:51.696719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a9c5687e-b22a-46d2-b86c-2367cd35690e · 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 HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 49

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 98bb59a0-8e3c-4f1c-8873-e1da9ad1562c · inbound

VITAL: Visual-Semantic Dual Supervision for Enhanced and Interpretable Latent Reasoning in Medical MLLMs cites this paper.

VITAL: Visual-Semantic Dual Supervision for Enhanced and Interpretable Latent Reasoning in Medical MLLMs HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T13:13:27.291018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ea2c4426-1b4b-405c-af9a-6ff7799d4ca4 · inbound

ASAP: Advancing Medical Volumetric Representation Learning with Anatomy-aware Semantically-adaptive Pre-training cites this paper.

ASAP: Advancing Medical Volumetric Representation Learning with Anatomy-aware Semantically-adaptive Pre-training HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 108

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T19:22:34.684060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 300010db-b618-4773-b416-7a2cc7896dc4 · inbound

Beyond Captions: Context-Grounded Reconstruction for Biomedical Multimodal Continued Pretraining cites this paper.

Beyond Captions: Context-Grounded Reconstruction for Biomedical Multimodal Continued Pretraining HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-01T21:16:13.274792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8d814340-c964-4fe8-9278-27ee76009c6d · inbound

Beyond Captions: Context-Grounded Reconstruction for Biomedical Multimodal Continued Pretraining cites this paper.

Beyond Captions: Context-Grounded Reconstruction for Biomedical Multimodal Continued Pretraining HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T02:15:35.558277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7db60428-93a8-4ba5-8b6b-2ad303d57148 · inbound

DIYHealth Suite: Dataset, Model, and Benchmark for Health Management at Home cites this paper.

DIYHealth Suite: Dataset, Model, and Benchmark for Health Management at Home HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 84

Resolution: verified exact; arxiv_id, observed 2026-07-01T08:05:31.552275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8e4c68bb-cc2b-4cb5-91d6-c91760874cfc · 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 HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 77

Resolution: verified exact; arxiv_id, observed 2026-07-03T09:47:59.464703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d11c7951-563c-4a7b-8f3d-432c08c256f9 · inbound

Text Over Image: Auditing Multimodal Robustness in Synthetic Medical Image Detection cites this paper.

Text Over Image: Auditing Multimodal Robustness in Synthetic Medical Image Detection HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-04T19:40:06.953227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c560eff4-4e4d-4240-86ae-3f3300c76016 · inbound

Text Over Image: Auditing Multimodal Robustness in Synthetic Medical Image Detection cites this paper.

Text Over Image: Auditing Multimodal Robustness in Synthetic Medical Image Detection HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:37:24.287126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b2b49093-3e06-4568-a8bf-e5ed9e92d9d6 · inbound

Aloe-Vision: Robust Vision-Language Models for Healthcare cites this paper.

Aloe-Vision: Robust Vision-Language Models for Healthcare HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T18:25:57.962003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 37ca057e-28d0-4518-b7ce-500f1bbbedaa · inbound

Token-Sparse Medical Multimodal Reasoning via Dual-Stream Reinforcement Learning cites this paper.

Token-Sparse Medical Multimodal Reasoning via Dual-Stream Reinforcement Learning HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-01T10:25:41.018403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0b9a290a-3e40-4665-9473-1097797549be · inbound

Towards Real-World Ultrasound Understanding: Large Vision-Language Models from Multi-Image Examinations with Long-Form Reports cites this paper.

Towards Real-World Ultrasound Understanding: Large Vision-Language Models from Multi-Image Examinations with Long-Form Reports HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T16:08:36.894665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2215453b-b7dd-4452-8a2e-6a605180ce9d · inbound

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation cites this paper.

IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-11T19:56:14.354465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9916d025-d5a6-4d6c-9432-d8edf836a129 · inbound

Evaluating and Understanding Model Editing for Medical Vision Language Models cites this paper.

Evaluating and Understanding Model Editing for Medical Vision Language Models HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-07-07T18:14:03.435995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2c12473b-74ac-4ee9-8de7-42ac4d543ef4 · inbound

ClinFusion: A Vision-Centric Multimodal LLM System for Holistic Medical Understanding cites this paper.

ClinFusion: A Vision-Centric Multimodal LLM System for Holistic Medical Understanding HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-31T06:20:29.702013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f7a5e43-7b84-4549-a896-6b8611bad252 · inbound

MedUP: Awakening Unified Understanding and Perception in Medical Vision-Language Models cites this paper.

MedUP: Awakening Unified Understanding and Perception in Medical Vision-Language Models HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T20:35:05.706759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8d131bf-753d-4450-8c8a-0f1ca67dbe61 · inbound

MIRA: Medical Image Reflection for Agentic Diagnosis cites this paper.

MIRA: Medical Image Reflection for Agentic Diagnosis HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.075007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 342cdf9f-2934-4051-8572-375c1816b315 · inbound

HounsWorld: A Multimodal World Model for Hidden Patient-State Readout, Reconstruction, and Simulation cites this paper.

HounsWorld: A Multimodal World Model for Hidden Patient-State Readout, Reconstruction, and Simulation HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:35.751304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers