Paper Citation Record · LEDGER

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning

As of 7 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 6 inbound Pith citation observations for arXiv:2505.19213.

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

pith.paper-citation-record.v1
2505.19213 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:24:42.605024Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:00:49.780513Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T10:15:45.170778Z

Reference resolution

45 of 45 outbound references displayed

verified exact0
verified fuzzy1
unresolved44
parse uncertain0
malformed identifier0
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Outbound references

Observation 083e3c0e-d94f-4e1d-9da8-01239ac2f2e8 · outbound

This paper cites Qwen2.5-VL Technical Report.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Qwen2.5-VL Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.347787Z

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Observation 485406a0-4f21-4692-9d72-13746cd7c810 · outbound

This paper cites Curriculum learning.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Curriculum learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.355061Z

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

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

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 f4f7ae01-793e-4ea3-90f5-516f7ba1e176 · outbound

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

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.366000Z

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Observation 414891cd-b1a4-4552-9e48-849577895210 · outbound

This paper cites Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 2025.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 2025

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.371834Z

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Observation 3d957eeb-e9f8-477f-8c4b-6e156613f329 · outbound

This paper cites Virgo: A Preliminary Exploration on Reproducing o1-like MLLM.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Virgo: A Preliminary Exploration on Reproducing o1-like MLLM

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.378226Z

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Observation 194b85c6-e245-417c-be55-fc959ed2dcad · outbound

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

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning PathVQA: 30000+ Questions for Medical Visual Question Answering

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.384653Z

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Observation dc7f90b0-980f-4fb5-8fb5-3d6f445c2311 · outbound

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

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Omnimed- vqa: A new large-scale comprehensive evaluation benchmark for medical lvlm

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.390120Z

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Observation 7294fd7b-2b50-4a7d-8e47-73c13e29ea10 · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.395324Z

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Observation 71f572d3-4d46-4a38-97da-8872d8fef298 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Gonzalez, Hao Zhang, and Ion Stoica

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.400311Z

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Observation 16a6aac7-759d-4c74-9caf-8ada360f6976 · outbound

This paper cites Med-r1: Reinforce- ment learning for generalizable medical reasoning in vision-language models.arXiv preprint arXiv:2503.13939, 2025.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Med-r1: Reinforce- ment learning for generalizable medical reasoning in vision-language models.arXiv preprint arXiv:2503.13939, 2025

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.405019Z

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Observation 47f3ec62-c8eb-49c3-b21a-2d205f4ca00f · outbound

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

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning A dataset of clinically generated visual questions and answers about radiology images.Scientific data, 5(1):1–10, 2018

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.409995Z

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Observation 924a7d54-5ccd-42f7-a856-9053fd5aeba6 · outbound

This paper cites Llava-med: Training a large language-and-vision assistant for biomedicine in one day.Advances in Neural Information Processing Systems, 36:28541–28564, 2023.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Llava-med: Training a large language-and-vision assistant for biomedicine in one day.Advances in Neural Information Processing Systems, 36:28541–28564, 2023

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.415633Z

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Observation 64b2524f-111e-48c3-88b4-45eb68fc228b · outbound

This paper cites Llava-med: Training a large language-and-vision assistant for biomedicine in one day.Advances in Neural Information Processing Systems, 36:28541–28564, 2023.

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:43.889177Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7cb2d57b-458f-46c5-a3f0-de02b9b13686 · outbound

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

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.426638Z

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Observation 11c2e270-d74b-4a94-9f9d-1f2ff245b5f5 · outbound

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

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Slake: A semantically- labeled knowledge-enhanced dataset for medical visual question answering

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.431160Z

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Observation 743d4455-6f6c-46ed-9c84-51601b7f11b7 · outbound

This paper cites Llava-next: Improved reasoning, ocr, and world knowledge, January 2024.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Llava-next: Improved reasoning, ocr, and world knowledge, January 2024

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.435904Z

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Observation e165dee1-00b5-4151-89af-8d772649130d · outbound

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

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.441501Z

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Observation 30310768-6994-47ff-8bc7-445dbc9c98a9 · outbound

This paper cites Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.447522Z

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Observation 04e546ed-1663-4d8a-a641-f624cd64382b · outbound

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

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Med-flamingo: a multimodal medical few-shot learner

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.452658Z

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Observation 16f03c70-230e-4852-847a-cf1b281a323c · outbound

This paper cites MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.458642Z

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Observation c757ce95-577b-468f-a5aa-a7f73106c3ed · outbound

This paper cites Learning transferable visual models from natural language supervision.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Learning transferable visual models from natural language supervision

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.463525Z

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Observation 3229f476-5b6a-4b7f-9d02-e3d08ae3bcaf · outbound

This paper cites Proximal Policy Optimization Algorithms.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Proximal Policy Optimization Algorithms

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.468200Z

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Observation 9de819ef-1b09-46d3-95c6-3a74402fe734 · outbound

This paper cites Quilt-llava: Visual instruction tuning by extracting localized narratives from open- source histopathology videos.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Quilt-llava: Visual instruction tuning by extracting localized narratives from open- source histopathology videos

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.473462Z

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Observation 5a9508b1-cedb-452b-9d13-dbb420cc2cdf · outbound

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

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.478426Z

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Observation 38209900-4f7e-46df-a766-5a5b326affb1 · outbound

This paper cites VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.483506Z

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Observation 8dfb0a38-c2b7-4582-9303-d6f0c64ab1d6 · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning HybridFlow: A Flexible and Efficient RLHF Framework

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.489700Z

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Observation 01b412b5-8ee6-4f45-b4e9-76c18a49d7c9 · outbound

This paper cites Aligning Large Multimodal Models with Factually Augmented RLHF.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Aligning Large Multimodal Models with Factually Augmented RLHF

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.496078Z

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Observation f66319b4-9117-472e-9c0e-83cf91026761 · outbound

This paper cites Qwq-32b: Embracing the power of reinforcement learning, March 2025.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Qwq-32b: Embracing the power of reinforcement learning, March 2025

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.501264Z

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Observation 1c994559-1c4f-4a4e-a084-4f9d5dee187f · outbound

This paper cites VisualPRM: An Effective Process Reward Model for Multimodal Reasoning.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.507040Z

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Observation 19f87a5b-8251-4fa6-865c-5da7a6681925 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Chain-of-thought prompting elicits reasoning in large language models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.512932Z

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Observation 2f426e4a-38af-491c-85cf-cda98f68442e · outbound

This paper cites Towards Generalist Foundation Model for Radiology by Leveraging Web-scale 2D&3D Medical Data.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Towards Generalist Foundation Model for Radiology by Leveraging Web-scale 2D&3D Medical Data

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.518960Z

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Observation a465c906-8a80-426f-be98-5d5d5a5b2b6a · outbound

This paper cites MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge Graphs.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge Graphs

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.524211Z

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Observation 63a3a088-1330-4acf-87fb-41c8a6bf9bc7 · outbound

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

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Yi: Open Foundation Models by 01.AI

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.530817Z

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Observation 8aa50367-b97b-4643-ab22-b3351f0a2e56 · outbound

This paper cites FineMedLM-o1: Enhancing Medical Knowledge Reasoning Ability of LLM from Supervised Fine-Tuning to Test-Time Training.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning FineMedLM-o1: Enhancing Medical Knowledge Reasoning Ability of LLM from Supervised Fine-Tuning to Test-Time Training

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.536609Z

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Observation 2c688696-33d5-4283-99ed-7a871a8cb5f4 · outbound

This paper cites Rlhf-v: Towards trustworthy mllms via behavior alignment from fine-grained correctional human feedback.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Rlhf-v: Towards trustworthy mllms via behavior alignment from fine-grained correctional human feedback

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.542366Z

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Observation 62d3e441-4423-4389-b657-bff9f78b355e · outbound

This paper cites Rlaif-v: Aligning mllms through open-source ai feedback for super gpt-4v trustworthiness.arXiv preprint arXiv:2405.17220, 2024.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Rlaif-v: Aligning mllms through open-source ai feedback for super gpt-4v trustworthiness.arXiv preprint arXiv:2405.17220, 2024

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.550786Z

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Observation 5cf5abd0-9e3c-46ce-a134-fd05dc177399 · outbound

This paper cites Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.557957Z

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Observation 59ac7428-3669-4f1a-8ee1-344b0f87e5e7 · outbound

This paper cites R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.564168Z

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Observation 18c884f0-3a42-4aea-af1e-14ff3c327dce · outbound

This paper cites PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.578202Z

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Observation 4fa16a12-2e15-4336-8e07-ae54486d285e · outbound

This paper cites Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.584939Z

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Observation dc64ed3d-8be0-4113-b7ad-b4f368c8077b · outbound

This paper cites Llamafactory: Unified efficient fine-tuning of 100+ language models.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Llamafactory: Unified efficient fine-tuning of 100+ language models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.590126Z

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Observation 07d79c18-f00e-4afb-b695-829c38aed203 · outbound

This paper cites R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.595164Z

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Observation dd59a4c8-da6f-43b8-9998-f4168e7382ee · outbound

This paper cites Aligning Modalities in Vision Large Language Models via Preference Fine-tuning.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Aligning Modalities in Vision Large Language Models via Preference Fine-tuning

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.600093Z

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Observation 247bc90c-215b-453a-ad87-185f4f606d53 · outbound

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

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.605024Z

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Pith citing papers

Observation 67b2389a-d06d-445b-a313-a7fe8f0411be · 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 Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T11:00:49.780513Z

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Observation 0bd09e0e-b0e5-45bf-b46e-894236e74223 · inbound

AdaThink-Med: Optimizing Inference-Time Compute for Medical Reasoning via Uncertainty Quantification cites this paper.

AdaThink-Med: Optimizing Inference-Time Compute for Medical Reasoning via Uncertainty Quantification Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:51.711834Z

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Observation b3beaf0a-ec85-472b-8a70-3919146c80c0 · inbound

A global log for medical AI cites this paper.

A global log for medical AI Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning

Reference 117

Resolution: unresolved; no resolver link, observed 2026-08-04T11:34:14.723040Z

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Observation 4f11b0e0-75db-4281-8571-257bbcc4e6bb · inbound

Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming cites this paper.

Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-22T09:14:45.427393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9c9da16b-edaf-4586-9088-323df898fe22 · inbound

Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming cites this paper.

Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-30T16:54:58.753056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0f4a817e-1ce2-40c8-a068-9739e97f1dd7 · inbound

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

Token-Sparse Medical Multimodal Reasoning via Dual-Stream Reinforcement Learning Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-07-01T10:15:45.172460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.