MIRA: Medical Image Reflection for Agentic Diagnosis | Paper Citation Record

Observation d831e0a9-62fd-46cf-b31d-bfaf263fc52d · outbound

This paper cites Flamingo: a visual language model for few-shot learning.

MIRA: Medical Image Reflection for Agentic Diagnosis Flamingo: a visual language model for few-shot learning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.065811Z

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Unavailable: canonical work link unavailable.

Observation ce7eb3d3-03f0-4c3e-9989-b38c751368b1 · outbound

This paper cites Qwen3-VL Technical Report.

MIRA: Medical Image Reflection for Agentic Diagnosis Qwen3-VL Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.070536Z

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

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

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

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Observation 42b0a5d7-7a09-43ba-ac6c-7e7500bb6311 · outbound

This paper cites Meissa: Multi-modal medical agentic intelligence.

MIRA: Medical Image Reflection for Agentic Diagnosis Meissa: Multi-modal medical agentic intelligence

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.079582Z

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Observation c785893b-1b6b-412f-93d7-e629cb6a441e · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

MIRA: Medical Image Reflection for Agentic Diagnosis Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.083519Z

Source-reported events for the cited work

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Observation 92f6b92b-d88c-4721-9590-e7152337e8cb · outbound

This paper cites Thinking with Generated Images.

MIRA: Medical Image Reflection for Agentic Diagnosis Thinking with Generated Images

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.087914Z

Source-reported events for the cited work

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Observation f86e673a-d748-4194-818d-464ed426ff02 · outbound

This paper cites Instructblip: Towards general-purpose vision-language models with instruction tuning.Advances in neural information processing systems, 36:49250–49267, 2023.

MIRA: Medical Image Reflection for Agentic Diagnosis Instructblip: Towards general-purpose vision-language models with instruction tuning.Advances in neural information processing systems, 36:49250–49267, 2023

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.092368Z

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Observation 6a157aa5-c8f9-4f34-adf1-0879556c5110 · outbound

This paper cites Medmo: Grounding and understanding multimodal large language model for medical images.arXiv preprint arXiv:2602.06965, 2026.

MIRA: Medical Image Reflection for Agentic Diagnosis Medmo: Grounding and understanding multimodal large language model for medical images.arXiv preprint arXiv:2602.06965, 2026

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.096109Z

Source-reported events for the cited work

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Observation 1c2cb40f-a8f1-4a52-92e6-4a924ba1e528 · outbound

This paper cites Gemini 2.5 Pro.https://deepmind.google/models/gemini/pro/, 2025.

MIRA: Medical Image Reflection for Agentic Diagnosis Gemini 2.5 Pro.https://deepmind.google/models/gemini/pro/, 2025

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.601821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a4a6e248-798d-472b-93ce-d6b35fa4ba31 · outbound

This paper cites Medvh: Toward systematic evaluation of hallucination for large vision language models in the medical context.Advanced Intelligent Systems, 8(1): 2500255, 2026.

MIRA: Medical Image Reflection for Agentic Diagnosis Medvh: Toward systematic evaluation of hallucination for large vision language models in the medical context.Advanced Intelligent Systems, 8(1): 2500255, 2026

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.589271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3808e3a9-654f-457c-9520-6ec62615a36e · outbound

This paper cites Seed1.5-VL Technical Report.

MIRA: Medical Image Reflection for Agentic Diagnosis Seed1.5-VL Technical Report

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.107473Z

Source-reported events for the cited work

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Observation 4a29803c-928f-49e7-a32e-e46e67cfa148 · outbound

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

MIRA: Medical Image Reflection for Agentic Diagnosis PathVQA: 30000+ Questions for Medical Visual Question Answering

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.111496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8973288a-904f-457f-b602-321490b4165c · outbound

This paper cites DeepEyesV2: Toward Agentic Multimodal Model.

MIRA: Medical Image Reflection for Agentic Diagnosis DeepEyesV2: Toward Agentic Multimodal Model

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.115746Z

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Observation 5f4f5534-2038-4117-89dd-3f0a1ad52358 · outbound

This paper cites Omnimedvqa: A new large-scale comprehensive evaluation benchmark for medical lvlm.

MIRA: Medical Image Reflection for Agentic Diagnosis Omnimedvqa: A new large-scale comprehensive evaluation benchmark for medical lvlm

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.119415Z

Source-reported events for the cited work

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Observation 657e92a2-c28a-4084-ab5f-c35eb6a1bff7 · outbound

This paper cites Ophiuchus: Incentivizing Tool-augmented "Think with Images" for Joint Medical Segmentation, Understanding and Reasoning.

MIRA: Medical Image Reflection for Agentic Diagnosis Ophiuchus: Incentivizing Tool-augmented "Think with Images" for Joint Medical Segmentation, Understanding and Reasoning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.122857Z

Source-reported events for the cited work

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Observation cd5e1f27-08a7-4004-b0c9-f715110a5fcf · outbound

This paper cites Bandit based monte-carlo planning.

MIRA: Medical Image Reflection for Agentic Diagnosis Bandit based monte-carlo planning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.126728Z

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Observation d0d101c4-ec71-4ecd-a035-6930c6094631 · outbound

This paper cites Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search.

MIRA: Medical Image Reflection for Agentic Diagnosis Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.130628Z

Source-reported events for the cited work

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Observation b9ffc3b6-5419-4ecc-920b-bac4cb7e949e · outbound

This paper cites Med- r1: Reinforcement learning for generalizable medical reasoning in vision-language models, 2025.

MIRA: Medical Image Reflection for Agentic Diagnosis Med- r1: Reinforcement learning for generalizable medical reasoning in vision-language models, 2025

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.134792Z

Source-reported events for the cited work

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Observation 4888da8e-4d93-4fda-930e-95bf07bdba79 · outbound

This paper cites A dataset of clinically generated visual questions and answers about radiology images.Scientific data, 5(1):1–10, 2018.

MIRA: Medical Image Reflection for Agentic Diagnosis A dataset of clinically generated visual questions and answers about radiology images.Scientific data, 5(1):1–10, 2018

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.564130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ae4abd14-4105-458c-a5a6-ca4b362d12c5 · outbound

This paper cites Latent Visual Reasoning.

MIRA: Medical Image Reflection for Agentic Diagnosis Latent Visual Reasoning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.142742Z

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Observation 7ad34961-0c26-4f3b-b86b-cfcf601b0923 · outbound

This paper cites LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day.

MIRA: Medical Image Reflection for Agentic Diagnosis LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.146674Z

Source-reported events for the cited work

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Observation 08551d9e-594f-4cf4-aa60-e22c7a0010cc · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

MIRA: Medical Image Reflection for Agentic Diagnosis Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.150651Z

Source-reported events for the cited work

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Observation 15c521e2-9119-4c7b-85a4-57b088b6ceac · outbound

This paper cites think with videos.

MIRA: Medical Image Reflection for Agentic Diagnosis think with videos

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.544323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5c08ec11-9827-4086-b608-b1dfaf92d429 · outbound

This paper cites Slake: A semantically-labeled knowledge- enhanced dataset for medical visual question answering.

MIRA: Medical Image Reflection for Agentic Diagnosis Slake: A semantically-labeled knowledge- enhanced dataset for medical visual question answering

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.531459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6ef14bff-acdc-4421-9363-d05de083ab27 · outbound

This paper cites Pmc-vqa: Visual question answering for medical images.

MIRA: Medical Image Reflection for Agentic Diagnosis Pmc-vqa: Visual question answering for medical images

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.518357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6f44b476-791d-4a16-8191-96fcf5d8b88f · outbound

This paper cites Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023.

MIRA: Medical Image Reflection for Agentic Diagnosis Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.165209Z

Source-reported events for the cited work

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Observation e6088f29-c081-4099-8fdd-96af8ed99b27 · outbound

This paper cites Medsam-agent: Empowering interactive medical image segmentation with multi-turn agentic reinforcement learning.

MIRA: Medical Image Reflection for Agentic Diagnosis Medsam-agent: Empowering interactive medical image segmentation with multi-turn agentic reinforcement learning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.169505Z

Source-reported events for the cited work

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Observation 43289f8f-7b20-4367-b304-b1a620fce7a8 · outbound

This paper cites Grounding dino: Marrying dino with grounded pre-training for open-set object detection.

MIRA: Medical Image Reflection for Agentic Diagnosis Grounding dino: Marrying dino with grounded pre-training for open-set object detection

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.173363Z

Source-reported events for the cited work

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Observation f83dc6e2-4bf4-40c3-9cb7-65851bd3ace9 · outbound

This paper cites Medvistagym: A scalable training environment for thinking with medical images via tool-integrated reinforcement learning.arXiv preprint arXiv:2601.07107, 2026.

MIRA: Medical Image Reflection for Agentic Diagnosis Medvistagym: A scalable training environment for thinking with medical images via tool-integrated reinforcement learning.arXiv preprint arXiv:2601.07107, 2026

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.177267Z

Source-reported events for the cited work

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Observation 90c28f00-75c9-41db-8eda-36272bf17fe1 · outbound

This paper cites A multimodal generative ai copilot for human pathology.Nature, 634(8033):466–473, 2024.

MIRA: Medical Image Reflection for Agentic Diagnosis A multimodal generative ai copilot for human pathology.Nature, 634(8033):466–473, 2024

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.181028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a708c14a-3e0c-47a9-8610-3309d760867a · outbound

This paper cites Med-flamingo: a multimodal medical few-shot learner.

MIRA: Medical Image Reflection for Agentic Diagnosis Med-flamingo: a multimodal medical few-shot learner

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.481565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8fe867ab-9805-4479-9400-f1086a29aa1f · outbound

This paper cites Medix-r1: Open ended medical reinforcement learning.arXiv preprint arXiv:2602.23363, 2026.

MIRA: Medical Image Reflection for Agentic Diagnosis Medix-r1: Open ended medical reinforcement learning.arXiv preprint arXiv:2602.23363, 2026

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.188865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f771ecf-8ab6-4673-805b-4e859a550247 · outbound

This paper cites Hello gpt-4o.https://openai.com/index/hello-gpt-4o/, May 2024.

MIRA: Medical Image Reflection for Agentic Diagnosis Hello gpt-4o.https://openai.com/index/hello-gpt-4o/, May 2024

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.470221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e0b76714-4bfb-4bc9-ad93-122dc06467de · outbound

This paper cites Introducing gpt-5.2.

MIRA: Medical Image Reflection for Agentic Diagnosis Introducing gpt-5.2

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.458152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 06239f54-e9c1-4b31-b4bc-9b3d358e01d3 · outbound

This paper cites Medvlm-r1: Incentivizing medical reasoning capability of vision-language models (vlms) via reinforcement learning.

MIRA: Medical Image Reflection for Agentic Diagnosis Medvlm-r1: Incentivizing medical reasoning capability of vision-language models (vlms) via reinforcement learning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.201756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce5f053d-d693-4f34-a304-8e904e99ab26 · outbound

This paper cites Sam 2: Segment anything in images and videos.

MIRA: Medical Image Reflection for Agentic Diagnosis Sam 2: Segment anything in images and videos

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.437765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 25170a7d-2a1f-4ad6-90e3-b60aeac482e5 · outbound

This paper cites Capabilities of Gemini Models in Medicine.

MIRA: Medical Image Reflection for Agentic Diagnosis Capabilities of Gemini Models in Medicine

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.209911Z

Source-reported events for the cited work

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Observation eb190fde-ac37-4f69-b77e-32896ce2e529 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

MIRA: Medical Image Reflection for Agentic Diagnosis DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.214787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f018f0a4-9069-4e79-b01d-0b90877bffb4 · outbound

This paper cites MedXIAOHE: A Comprehensive Recipe for Building Medical MLLMs.

MIRA: Medical Image Reflection for Agentic Diagnosis MedXIAOHE: A Comprehensive Recipe for Building Medical MLLMs

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.218898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf869734-8b1c-4d48-b0a5-87f9887f649a · outbound

This paper cites Large language models encode clinical knowledge.Nature, 2023.

MIRA: Medical Image Reflection for Agentic Diagnosis Large language models encode clinical knowledge.Nature, 2023

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.423708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f058341b-1fd7-4e28-8332-fd58fabb8e69 · outbound

This paper cites OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning.

MIRA: Medical Image Reflection for Agentic Diagnosis OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.227481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1fb03aa-8472-4574-b1f9-e145c6e35c83 · outbound

This paper cites Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning.

MIRA: Medical Image Reflection for Agentic Diagnosis Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.231793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8957d900-3e1e-4aec-9ed1-34e55cf55dc4 · outbound

This paper cites Beyond textual rationales: Anatomy-grounded chain-of-thought for traceable radiology reasoning.

MIRA: Medical Image Reflection for Agentic Diagnosis Beyond textual rationales: Anatomy-grounded chain-of-thought for traceable radiology reasoning

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.411726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f27b6543-716d-4af3-ad38-7303ef32e87f · outbound

This paper cites Vtool-r1: Vlms learn to think with images via reinforcement learning on multimodal tool use.

MIRA: Medical Image Reflection for Agentic Diagnosis Vtool-r1: Vlms learn to think with images via reinforcement learning on multimodal tool use

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.240700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26931c79-e7ad-4c41-abcf-f84db1967516 · outbound

This paper cites V?: Guided visual search as a core mechanism in multimodal llms.

MIRA: Medical Image Reflection for Agentic Diagnosis V?: Guided visual search as a core mechanism in multimodal llms

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.244997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63a0563d-45d8-4f35-9bed-efba0e466a2c · outbound

This paper cites Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning.

MIRA: Medical Image Reflection for Agentic Diagnosis Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.249034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4cba821-4730-4827-93c0-d42ee9fb5ab2 · outbound

This paper cites Medreasoner: Reinforcement learning drives reasoning grounding from clinical thought to pixel-level precision.

MIRA: Medical Image Reflection for Agentic Diagnosis Medreasoner: Reinforcement learning drives reasoning grounding from clinical thought to pixel-level precision

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.392644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4b19dc8a-f938-4713-b60c-4c12b1e299ef · outbound

This paper cites Medlesionvqa: A multimodal benchmark emulating clinical visual diagnosis for body surface health.

MIRA: Medical Image Reflection for Agentic Diagnosis Medlesionvqa: A multimodal benchmark emulating clinical visual diagnosis for body surface health

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.381226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 84dba6cc-a4c9-469b-b7f6-3431e13059e6 · outbound

This paper cites MMMU: A massive multi-discipline multimodal understanding and reasoning benchmark.

MIRA: Medical Image Reflection for Agentic Diagnosis MMMU: A massive multi-discipline multimodal understanding and reasoning benchmark

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.370649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 04cd1c3c-7cc9-4292-9d43-8391ccfe0ca7 · outbound

This paper cites Thyme: Think Beyond Images.

MIRA: Medical Image Reflection for Agentic Diagnosis Thyme: Think Beyond Images

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.266766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c22d4094-63e6-407c-88f0-b052e73a79ef · outbound

This paper cites DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning.

MIRA: Medical Image Reflection for Agentic Diagnosis DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.271456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7afc07f-ed06-4482-aed9-b8be4e61cad2 · outbound

This paper cites Medical SAM 2: Segment medical images as video via Segment Anything Model 2.

MIRA: Medical Image Reflection for Agentic Diagnosis Medical SAM 2: Segment medical images as video via Segment Anything Model 2

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.275548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e68527a9-4ca7-46a3-b8f0-f5778ba0f14c · outbound

This paper cites MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding.

MIRA: Medical Image Reflection for Agentic Diagnosis MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-12T16:38:14.279760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d866d2a9-6041-41c6-a96d-ac0644ba6180 · outbound

This paper cites impossible.

MIRA: Medical Image Reflection for Agentic Diagnosis impossible

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.357576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0c3b31f1-4eac-4760-8eac-69bc0067b203 · outbound

This paper cites If more than one, they must represent genuinely different directions.

MIRA: Medical Image Reflection for Agentic Diagnosis If more than one, they must represent genuinely different directions

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.346097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f22b7092-fc5a-4cd8-a222-e1e8baeefa95 · outbound

This paper cites * If the context suggests a highly relevant path, at least one thought spark should lead directly toward forming a concise conclusion.

MIRA: Medical Image Reflection for Agentic Diagnosis * If the context suggests a highly relevant path, at least one thought spark should lead directly toward forming a concise conclusion

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.333936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8891bf76-5736-4ddc-835e-40b1d43adb1b · outbound

This paper cites an unresolved cited work.

MIRA: Medical Image Reflection for Agentic Diagnosis Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:38:15.320153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 52ee3df7-bdb8-40f8-ab3f-54848724fdd4 · outbound

This paper cites {failed_thought}.

MIRA: Medical Image Reflection for Agentic Diagnosis {failed_thought}

Reference 58

Resolution: malformed identifier; raw_fallback, observed 2026-08-12T16:38:15.308789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 24724e1e-5bd9-4a91-bd3e-7f4deb2214bf · outbound

This paper cites Options: {choices} Response: {response} A18 Output: The extracted option string is uppercased and compared deterministically with the ground-truth option set.

MIRA: Medical Image Reflection for Agentic Diagnosis Options: {choices} Response: {response} A18 Output: The extracted option string is uppercased and compared deterministically with the ground-truth option set

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.272910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b46b35e4-9821-46ee-8e00-8e496642606d · outbound

This paper cites an unresolved cited work.

MIRA: Medical Image Reflection for Agentic Diagnosis Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:38:15.220905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 00eb34a2-c995-46b4-bb55-6cb334aaff2f · outbound

This paper cites The final answer should be supported by the final observation/reasoning rather than ignoring it.

MIRA: Medical Image Reflection for Agentic Diagnosis The final answer should be supported by the final observation/reasoning rather than ignoring it

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.207549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ae252671-703b-456c-8c74-fc2e89028914 · outbound

This paper cites Judge whether the model's actual action logic and reasoning path are consistent with that skill logic.

MIRA: Medical Image Reflection for Agentic Diagnosis Judge whether the model's actual action logic and reasoning path are consistent with that skill logic

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.193298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 446245ff-75d0-4243-9dcc-b20cfbf50981 · outbound

This paper cites an unresolved cited work.

MIRA: Medical Image Reflection for Agentic Diagnosis Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:38:15.261011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8036dc4c-684b-4df5-97d1-a89460a445bb · outbound

This paper cites an unresolved cited work.

MIRA: Medical Image Reflection for Agentic Diagnosis Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:38:15.249261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 55495b4a-2dbe-464d-aa94-bd8eb1644d63 · outbound

This paper cites If the prediction is close to the ground truth in meaning, or is a visually and medically reasonable approximation, it should be judged as correct.

MIRA: Medical Image Reflection for Agentic Diagnosis If the prediction is close to the ground truth in meaning, or is a visually and medically reasonable approximation, it should be judged as correct

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.235428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d781dc8d-2550-4e4d-9fcb-742e76ef18c2 · outbound

This paper cites an unresolved cited work.

MIRA: Medical Image Reflection for Agentic Diagnosis Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:38:15.179263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d49791fc-4d9e-493d-bf71-781bfe3bae9c · outbound

This paper cites an unresolved cited work.

MIRA: Medical Image Reflection for Agentic Diagnosis Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:38:15.296552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2896a1c6-1682-4521-bf85-0b12987b676b · outbound

This paper cites an unresolved cited work.

MIRA: Medical Image Reflection for Agentic Diagnosis Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:38:15.284452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 007a1828-177a-4c2c-9cf8-bcee83ab33dd · outbound

This paper cites erythematous finger joint region.

MIRA: Medical Image Reflection for Agentic Diagnosis erythematous finger joint region

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:38:15.165502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers