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Paper Citation Record · LEDGER

MIRA: Medical Image Reflection for Agentic Diagnosis

As of 13 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 0 inbound Pith citation observations for arXiv:2608.10827.

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

pith.paper-citation-record.v1
2608.10827 v1

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T16:38:14.371748Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

69 of 69 outbound references displayed

  • verified exact0
  • verified fuzzy23
  • unresolved45
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

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

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source=pdf_text observed=2026-08-12T16:38:14.065811Z digest=sha256:207cb3c562dbaa97d159248775b002223f9c2e28cc386c36bd142e9d30f42c6a

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

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source=pdf_text observed=2026-08-12T16:38:14.070536Z digest=sha256:855ac103cdbeb41a2e786b14e381092a1f8f73ef2d44f25fcfbd754fd94bc3c9

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

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source=pdf_text observed=2026-08-12T16:38:14.075007Z digest=sha256:13a6e3fcf7c731e700ff5b0eab2325cf026ef268d80733e086feb3dbda39c69b

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

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source=pdf_text observed=2026-08-12T16:38:14.079582Z digest=sha256:1794ddbe7bce8aea7abedcfbb3c9b25a97060cb2632aa6cfb1f30b2e6f6631a2

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

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source=pdf_text observed=2026-08-12T16:38:14.083519Z digest=sha256:15462032597a050ff62ed451be8d1f724dadfc82de9c7ea4e6ed375bcf09a61a

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

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source=pdf_text observed=2026-08-12T16:38:14.087914Z digest=sha256:173871662983f1d2772663db0952061c766bdf27c7e67ff7b87054489060a98f

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

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source=pdf_text observed=2026-08-12T16:38:14.092368Z digest=sha256:cc3def10923de83815a45644c6732cd897f1cdc362b2379cb2d705d4a5e9f788

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

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source=pdf_text observed=2026-08-12T16:38:14.096109Z digest=sha256:279013137540c4b6d5df3be4b268959abad61b6eb2f28d2b34a876646c783e0b

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.100029Z digest=sha256:f0258b5dd3086a27402078e4f3a34a828391830496f83bb0c1f24d9ae54a5a82

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

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.103564Z digest=sha256:5c0de10a06549661eb5bd0c7caf66eab799b6b5baf8bfbaac5557ab81cdf8b7e

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

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source=pdf_text observed=2026-08-12T16:38:14.107473Z digest=sha256:e1f31f87aead10c7d4f73a4d7405b198fc80908c406d5a4815613beebf61b07f

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

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source=pdf_text observed=2026-08-12T16:38:14.111496Z digest=sha256:fd92585c4244630d917c5f5ac3d9e00c476fbbd0d8844d5b1179d834a72ec042

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

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source=pdf_text observed=2026-08-12T16:38:14.115746Z digest=sha256:c772b660e16a67ae7f87f79e2443c8eae9afae4f161e32944169d2f23137e138

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

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source=pdf_text observed=2026-08-12T16:38:14.119415Z digest=sha256:bdd081256cffec01a63da226a644b50004feae538471035ce8a61f3dbe102bd6

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

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source=pdf_text observed=2026-08-12T16:38:14.122857Z digest=sha256:af5498deadb7bce6c0919d18d6325a59f1bd55ef6532e4011bec2e379caffdbc

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

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source=pdf_text observed=2026-08-12T16:38:14.126728Z digest=sha256:890526cd0f10807c83f0d8028d71dc00307c76852f4961a4e5ffdfa8808492de

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

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source=pdf_text observed=2026-08-12T16:38:14.130628Z digest=sha256:5abb18706bcf3738c2dee54e5eea5ef95c2ebff117a46644e65072ff33a8ca95

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

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source=pdf_text observed=2026-08-12T16:38:14.134792Z digest=sha256:ab2b6acb95574522b68e1d9e49e750817a456363b0cf9f015eb02aa83b658da0

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.138864Z digest=sha256:d3a2b99840e2dac219c3272ec9d0a9df0b68d100b8322c33f66a137736f19af9

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

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source=pdf_text observed=2026-08-12T16:38:14.142742Z digest=sha256:408256fa0f3e394b760f4bf8b065dcf109277a66af220e2bc346205ac62b5060

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

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source=pdf_text observed=2026-08-12T16:38:14.146674Z digest=sha256:2b31536ab7878ec27a755e58036282743419db13abcfd69bebd765eaada1d5e2

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

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source=pdf_text observed=2026-08-12T16:38:14.150651Z digest=sha256:676e8bc65973a8416a4d270cd12abfd3cb82a18319d49539b261cada7b356520

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.154271Z digest=sha256:d94f6e23cbf6b51f38b491d3d0e409eb3feaf97b7aeae54525045ef46699c179

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

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.157745Z digest=sha256:ba34f7fd438264ef28f88494f473dfd7ebf4a9958081a44a11afeb5b658e3cbc

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

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raw_fallback, observed 2026-08-12T16:38:15.518357Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.161722Z digest=sha256:10fb79c052f7344dc31c75dbca46fc3f742a02938361a939e4dbbe30c9278917

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

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source=pdf_text observed=2026-08-12T16:38:14.165209Z digest=sha256:50b627ac7e8495957d229ac84973e889c4a876aee893b906a40f5bf2eb7dffb7

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

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source=pdf_text observed=2026-08-12T16:38:14.169505Z digest=sha256:6a5b64d7bbfbfb513e1c0d6e483c7612479af4559b04bbb4b3f3047499421376

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

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source=pdf_text observed=2026-08-12T16:38:14.173363Z digest=sha256:8c13fe48d26838594aebe0f4c9dd72e3910eb4b0a7747195ad0c589cc365930c

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

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source=pdf_text observed=2026-08-12T16:38:14.177267Z digest=sha256:8d3faa7aa98fedab32fe6773297fe5a31fcd69d34df517541de84c05d9a5aeee

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

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source=pdf_text observed=2026-08-12T16:38:14.181028Z digest=sha256:9f8e4a5f9dfb78e419ea4e4589b75376544c201265700036ada7b91239183a9c

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

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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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.185059Z digest=sha256:808dd4eda05f1101b625b8908aebd759e62331bb2ef09743c4bbc8e01913c789

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

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source=pdf_text observed=2026-08-12T16:38:14.188865Z digest=sha256:de7d3a0ace1cc7a897483d345cd904e93b46763be2cfb7ebbaad803373fa15ea

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

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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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.192541Z digest=sha256:797a08e7aa3518c32aad1bdcd704f9c8f559c099b569bb3dcb1a9713b9a00b7d

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

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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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.196551Z digest=sha256:ccffe854515afd6b05662ba0f333d42fc0fd98461a89b1764ca9db0cea9c1f47

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

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source=pdf_text observed=2026-08-12T16:38:14.201756Z digest=sha256:05a8e9905c7a0eedcd2812845cbdf814ad0ba5425ac687b4182231c374c7cb95

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.205787Z digest=sha256:0be4c9fe30bfa2ae652c3db759082475b5936f5e3c4bfda2fd01f4c15cd4d668

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T16:38:14.209911Z digest=sha256:fb9a2d4a370afe7ed6ec81ba2fc4eb28e3a036eb04f45713dfb3f9426e2b98d3

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.

source=pdf_text observed=2026-08-12T16:38:14.214787Z digest=sha256:d36c85be13f4509902e4df0e26ccd0162b9b0904c27d93d2a01bcdeea79fa007

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.

source=pdf_text observed=2026-08-12T16:38:14.218898Z digest=sha256:0f5aceedb9ab994c501e7680b4162a33a6a9195ba1d20e8713e1cb79707be66b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.223329Z digest=sha256:997dbbaad516d2ab73e76b37e0e26b41f38c9649e1bfd0c3fafc4a4267c15941

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.

source=pdf_text observed=2026-08-12T16:38:14.227481Z digest=sha256:57970644d44be1f11351276bf15b4a2b155092bfeacb7d87c078bc60c9379253

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.

source=pdf_text observed=2026-08-12T16:38:14.231793Z digest=sha256:0cd69adbb1b97e1d48858dc9a1f3d69a23ab442908040e7ecc1f399c7af99ae1

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.236431Z digest=sha256:458168be026e00f7181e61ffb1facae46cb7e5c6d85d20dfca841e1a04d289ad

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.

source=pdf_text observed=2026-08-12T16:38:14.240700Z digest=sha256:06925acdcb7218c740a6a2d4101117b76db6a125af0574eb4fcff218d442eb42

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.

source=pdf_text observed=2026-08-12T16:38:14.244997Z digest=sha256:52074310b62e8f2d9cd7dad1ee0206a9e43d5b21d70ff9fd6823cc2c42bc0515

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.

source=pdf_text observed=2026-08-12T16:38:14.249034Z digest=sha256:8facb4a56ad54326194e395bf287260601513642f14392058c606f82b3fe03c6

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.253180Z digest=sha256:3c3761dbe92bf94a3348d7fde422cf92695e5b16ffbca4affa842e1835acba13

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.257178Z digest=sha256:f2770778140115020a3d465c08e7fe7128347e3a6a6f7f03153ecf1abca7bbaa

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.262438Z digest=sha256:0ce86eea863dabe2d9e4765e8c415c4a6ba59cc584484e3c818037c9d83187b4

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.

source=pdf_text observed=2026-08-12T16:38:14.266766Z digest=sha256:e40253ac008c0e1cd4f6d936fc5ca0964d205c5c5c61f738b64b0507b270e678

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.

source=pdf_text observed=2026-08-12T16:38:14.271456Z digest=sha256:de36c37e875e70850cefd0e08623fc9b467f20c4bf654face10a64768ca3d69a

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.

source=pdf_text observed=2026-08-12T16:38:14.275548Z digest=sha256:27d61d759dabaa036677231bc09545efe846dc7ab0d49bd621c09865bb354313

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.

source=pdf_text observed=2026-08-12T16:38:14.279760Z digest=sha256:79faea7d38c7e1d0c248d6e9e7623ed9750812c8080be55347958614192c2829

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.284664Z digest=sha256:68f24d365950d0ca4989742949b1d4e67066c57feec8f691efe0b4d543b12d6f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.288987Z digest=sha256:425882bd7be8bf2be72a18f6a5d96b8504d048e93ff5309d45434a1d9199406d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.293200Z digest=sha256:2df69c7bd0a7208676c1ee0f3706aa4ab450b8213f366039f740a1d1fdd0958c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.297518Z digest=sha256:f3f5db5f9bc095272e9869edfabb192b5fb953754016cbc0daf6e594dea2be84

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.302036Z digest=sha256:6042b6b4b09e2449c0be823ee98fc1f78355a7500a41fe8cfa7fe9c18578e1cb

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.316849Z digest=sha256:82c8708773fb93db67f5550fe8b62ca8b250a0eea1e32c0a38ac28fb525f67d2

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.333532Z digest=sha256:caa7434135071123f90de2784d3e473e3a4cb0032a0c699dcc4afafd10e9f972

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.338182Z digest=sha256:d07b8d7b94cf84c84682c6ce0080a3a6ff4f3a480090eeb5e83b0e7803c948dd

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.342432Z digest=sha256:d4a1c0a859fa9b1391101895de79304723ede1a2920cd8c6b0a407e7f9457da7

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.346748Z digest=sha256:82ff10033f2a06dee26e113d54411f15f113b46f374b625122a2e4759073cf32

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.350650Z digest=sha256:79b0c28d0729a6a4013ee6f5a5b6cdad042d3c1c725f8b7ac079a744a7fbd6d9

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.354188Z digest=sha256:6344dcca7fc37f3943ba582e41a6eb6cf1974e80def2673f6964407de5b06cf8

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.358834Z digest=sha256:91af2e887a588278ba07aeaf735607243da51e8d5a47d82a64e3ba99717fd313

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.363370Z digest=sha256:ee4fef1d9fcf20fe321664c91505a1b363035d113397218642ea10df630c9b26

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.368150Z digest=sha256:4fd6036ede704f1753c7f013eb2e8731fbf6435fc6040672a72ec3ac1c54583c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T16:38:14.371748Z digest=sha256:302c874a374dbd4344ef4b49e24733c0f2e8cdf580d48dc9697c5a48021ef71b

Pith citing papers

No inbound Pith citation observations are available.