Paper Citation Record · LEDGER

MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2412.06141.

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

pith.paper-citation-record.v1
2412.06141 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:00:49.053047Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T01:39:23.945604Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 11518ccb-e2ef-4168-a795-75c892dbf79c · inbound

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models cites this paper.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:49.053047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98acd85c-3a25-443a-846e-db409c7c6388 · inbound

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

CheXPO: Preference Optimization for Chest X-ray VLMs with Counterfactual Rationale MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T18:55:17.729930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7bf3b81-d70b-4851-99eb-c924b5fcbe94 · inbound

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution cites this paper.

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:41:25.755835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 381c2ebc-e7e5-4704-b31d-b694e731f71a · inbound

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution cites this paper.

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-05-21T00:53:53.370011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 22fb99fb-f988-4b80-97f1-f03fd2c9ab2d · inbound

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution cites this paper.

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization

Reference 159

Resolution: verified exact; arxiv_id, observed 2026-07-01T09:15:43.811761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation edb7747c-38a2-4aeb-b5ea-025d5e9b8893 · inbound

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution cites this paper.

MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization

Reference 159

Resolution: verified exact; arxiv_id, observed 2026-07-04T01:39:23.948037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2cd517f0-c61d-4c97-a5ce-51c2740c717d · inbound

EasyLens: A Training-Free Plug-and-Play Subtle-Lesion Representation Amplifier for Medical Vision-Language Models cites this paper.

EasyLens: A Training-Free Plug-and-Play Subtle-Lesion Representation Amplifier for Medical Vision-Language Models MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization

Reference 32

Resolution: malformed identifier; arxiv_id, observed 2026-07-02T12:46:57.311439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f139814a-debd-4a23-a976-663371c41ba5 · inbound

UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA cites this paper.

UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization

Reference 224

Resolution: verified exact; arxiv_id, observed 2026-07-03T09:47:59.473093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e82b1843-c518-4586-a11a-059edebf4793 · inbound

Analyzing and Improving Fine-grained Preference Optimization in Medical LVLMs cites this paper.

Analyzing and Improving Fine-grained Preference Optimization in Medical LVLMs MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-03T10:48:02.062071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.