Paper Citation Record · LEDGER

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning

As of 8 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2510.19893.

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

pith.paper-citation-record.v1
2510.19893 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T08:38:31.414748Z

measured 29 of 29 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 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

29 of 29 outbound references displayed

verified exact1
verified fuzzy0
unresolved27
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 99514345-9b0f-4734-928d-ca401d32c654 · outbound

This paper cites Qwen2.5-VL Technical Report.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Qwen2.5-VL Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:29.467948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78ed3075-01fc-457f-879d-f30e2583fa1d · outbound

This paper cites FAIRWELL: Fair Multimodal Self-Supervised Learning for Wellbeing Prediction.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning FAIRWELL: Fair Multimodal Self-Supervised Learning for Wellbeing Prediction

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:29.603111Z

Source-reported events for the cited work

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Observation e6ec0487-6661-4cba-a35c-939d9bebe63e · outbound

This paper cites Biomedical Visual Instruction Tuning with Clinician Preference Alignment.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Biomedical Visual Instruction Tuning with Clinician Preference Alignment

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:29.667730Z

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Observation ac188622-3c7c-4b55-954d-1ffed0c62dd1 · outbound

This paper cites Developing icu clinical behavioral atlas using ambient intelligence and computer vision.NEJM AI, pp.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Developing icu clinical behavioral atlas using ambient intelligence and computer vision.NEJM AI, pp

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:29.726680Z

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Observation 94173fae-d93c-4419-ac42-442a989c0d82 · outbound

This paper cites Graph-based patient representation for multimodal clinical data: Addressing data heterogeneity.medRxiv, pp.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Graph-based patient representation for multimodal clinical data: Addressing data heterogeneity.medRxiv, pp

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:29.793418Z

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Observation ce73e2e2-8f06-46da-ab60-37eaa7b350e0 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:29.856920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8e58d44-5d98-4311-b033-d3d18261eb11 · outbound

This paper cites Ball, Katie S.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Ball, Katie S

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:30.029390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f92d917-d26c-446b-ac1b-7cb18c5f4ded · outbound

This paper cites Seungeun Lee, Yongwon Cho, Yuyoung Ji, Minhyek Jeon, Aram Kim, Byung-Joo Ham, and Yoon- jung Yoonie Joo.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Seungeun Lee, Yongwon Cho, Yuyoung Ji, Minhyek Jeon, Aram Kim, Byung-Joo Ham, and Yoon- jung Yoonie Joo

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:30.181588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3eb385f9-3bb3-4e24-b101-efdcb9854dc9 · outbound

This paper cites Long Ouyang, Jeffrey Wu, Xu Jiang, Diogo Almeida, Carroll Wainwright, Pamela Mishkin, Chong Zhang, Sandhini Agarwal, Katarina Slama, Alex Ray, et al.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Long Ouyang, Jeffrey Wu, Xu Jiang, Diogo Almeida, Carroll Wainwright, Pamela Mishkin, Chong Zhang, Sandhini Agarwal, Katarina Slama, Alex Ray, et al

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:30.244748Z

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Unavailable: canonical work link unavailable.

Observation dd33572c-5ff9-47de-a4c9-71f2b0acba49 · outbound

This paper cites URL https://doi.org/10.1016/j.dib.2020.106221.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning URL https://doi.org/10.1016/j.dib.2020.106221

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:30.295869Z

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Observation 81f078de-4b7c-401b-b3cb-9c5b0b4f8058 · outbound

This paper cites Proximal Policy Optimization Algorithms.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Proximal Policy Optimization Algorithms

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:30.409955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25bc617e-76de-49eb-b4e6-9bfa91670481 · outbound

This paper cites an unresolved cited work.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Unresolved cited work

Reference 19

Resolution: verified exact; doi, observed 2026-08-04T08:44:11.969588Z

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 cd8d6721-e565-4562-bb65-df18011a677f · outbound

This paper cites an unresolved cited work.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Unresolved cited work

Reference 21

Resolution: malformed identifier; doi_truncated, observed 2026-08-04T08:44:11.614751Z

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 e13303e6-4d85-46e5-acf5-4517b00e40bd · outbound

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

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:30.615003Z

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Observation 47285338-9244-4228-b949-1e6bbd424d92 · outbound

This paper cites Recorded Feb–May 2021 at Maas- tricht University Medical Center (UMC+); CC BY-NC-ND 4.0.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Recorded Feb–May 2021 at Maas- tricht University Medical Center (UMC+); CC BY-NC-ND 4.0

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:30.866310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d32ae47b-3ce2-4243-bf23-f687b1db9c4a · outbound

This paper cites Multimodal healthcare ai: identifying and designing clinically relevant vision-language applications for radiology.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Multimodal healthcare ai: identifying and designing clinically relevant vision-language applications for radiology

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:30.917886Z

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Unavailable: canonical work link unavailable.

Observation ae40702f-afda-40cc-859f-8b711cdcc2e5 · outbound

This paper cites All models are trained with 4 NVIDIA H200 GPUs.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning All models are trained with 4 NVIDIA H200 GPUs

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:31.044763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c40917a-a639-4e1b-bf7a-822c1a59c871 · outbound

This paper cites The dataset includes local labels for bounding boxes; however, we evaluate our models based on the 5 global labels for BI-RADS 1-5.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning The dataset includes local labels for bounding boxes; however, we evaluate our models based on the 5 global labels for BI-RADS 1-5

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:31.144752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e8b9984-5a2a-45dd-a47d-cb7cbcc13ec7 · outbound

This paper cites Malignant.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Malignant

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:31.296122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e34d0268-07e1-4093-95a6-2a54c7eb2726 · outbound

This paper cites No Hemorrhage.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning No Hemorrhage

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:31.414748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f177acab-c761-4846-93ed-962db2087851 · outbound

This paper cites The HAM10000 dataset, a large collection of multi-source dermatoscopic images of common pigmented skin lesions.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning The HAM10000 dataset, a large collection of multi-source dermatoscopic images of common pigmented skin lesions

Reference 1953

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:30.788099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ada3d564-0d4b-4160-b7a9-bc31280209b2 · outbound

This paper cites MedGemma Technical Report.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning MedGemma Technical Report

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:30.486879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c75a421-4132-4de0-bca3-2ea33992a706 · outbound

This paper cites URL https://doi.org/10.1609/aaai.v33i01.3301590.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning URL https://doi.org/10.1609/aaai.v33i01.3301590

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:30.079948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ddeea14-e0cd-4a05-9c4e-d9c59c95fa86 · outbound

This paper cites REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:29.923727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54e859b1-f6d4-44fa-a27a-f2d60d178ff2 · outbound

This paper cites Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:30.356458Z

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Unavailable: canonical work link unavailable.

Observation 8033e5c2-ab9a-4743-9fcb-142018c0069b · outbound

This paper cites Language Models Get a Gender Makeover: Mitigating Gender Bias with Few-Shot Data Interventions.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Language Models Get a Gender Makeover: Mitigating Gender Bias with Few-Shot Data Interventions

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:30.738979Z

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Observation 95f954f5-f207-484b-a43c-a7c479063c5d · outbound

This paper cites Back to basics: Revisiting reinforce-style optimization for learn- ing from human feedback in llms.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Back to basics: Revisiting reinforce-style optimization for learn- ing from human feedback in llms

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:29.326888Z

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Observation efe0f09d-e1de-4798-b828-0515cece9614 · outbound

This paper cites URL https://doi.org/10.18653/v1/2024.acl-long.662.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning URL https://doi.org/10.18653/v1/2024.acl-long.662

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:29.395721Z

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Observation 56cba47a-9fa3-4fae-9113-f35b1a52479a · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

EQPO: Equitable Group Relative Policy Optimization for Clinical Reasoning Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-04T08:38:29.532523Z

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Pith citing papers

No inbound Pith citation observations are available.