Paper Citation Record · LEDGER

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models

As of 20 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 4 inbound Pith citation observations for arXiv:2506.00805.

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

pith.paper-citation-record.v1
2506.00805 v1

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:00:49.063014Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:31:45.820094Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T16:21:43.436026Z

Reference resolution

68 of 68 outbound references displayed

verified exact2
verified fuzzy0
unresolved65
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 55adbfe8-c917-401c-82a9-3dfb66526ec5 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.339694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adc9468d-faf1-432c-a63c-327cd0a8f088 · outbound

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

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.694725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9eb87fc3-24f5-4e2d-b0a2-2419b3103420 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:50.044222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 015fafb1-827a-4531-90eb-c65d07e3773e · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.790820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc6aa175-4fe1-4019-a551-e66c801705a9 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:50.020903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 85936966-d772-4fbc-aa2f-e1216ae83ab8 · outbound

This paper cites RLHF Workflow: From Reward Modeling to Online RLHF.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models RLHF Workflow: From Reward Modeling to Online RLHF

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.799157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 033c8664-8f5b-4873-bd1d-52de70b8a7df · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.803729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e96ff78f-5bec-4433-9e2a-7875e71851e5 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:50.006506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 11f8ee09-4d83-4e25-aba5-8ba58fb69b0d · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.992517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 02209fe1-2e42-4156-a9eb-616d9bb8219d · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.815888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24cea4d6-87fd-4def-b6b6-9c27aa8a815c · outbound

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

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models PathVQA: 30000+ Questions for Medical Visual Question Answering

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.819574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 539b3a68-600e-48c3-ada2-8090cce9e4ba · outbound

This paper cites Gaussian Error Linear Units (GELUs).

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Gaussian Error Linear Units (GELUs)

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.824079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a38381cb-ae32-48cd-8634-aa0d7c152aca · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models LoRA: Low-Rank Adaptation of Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.829143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 081efe6e-0a74-4ab6-b937-5fc63fb077d9 · outbound

This paper cites GPT-4o System Card.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models GPT-4o System Card

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.833247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdf44417-22a0-46fd-b4c6-c6752566288e · outbound

This paper cites Mistral 7B.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Mistral 7B

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.837313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56a0951a-4f6d-4b33-9402-ac866a615bd6 · outbound

This paper cites OmniV-Med: Scaling Medical Vision-Language Model for Universal Visual Understanding.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models OmniV-Med: Scaling Medical Vision-Language Model for Universal Visual Understanding

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.841437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 234d9405-51ce-465d-965f-83b3e1889f8d · outbound

This paper cites Modality-Fair Preference Optimization for Trustworthy MLLM Alignment.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Modality-Fair Preference Optimization for Trustworthy MLLM Alignment

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.846036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4f1458c-9434-43a7-96cd-a74cffb507a2 · outbound

This paper cites Joint Visual and Text Prompting for Improved Object-Centric Perception with Multimodal Large Language Models.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Joint Visual and Text Prompting for Improved Object-Centric Perception with Multimodal Large Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.850779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aef08148-29a1-4d6e-ab7b-533ae6d08e1d · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.970320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2e87f843-ee75-4423-9215-4a5126fbefa6 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.957706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 45c38166-bf2e-4de7-bfb8-decef35e7c88 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.944944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ef00ca01-9074-4c39-8158-728d162815d8 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.932498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 16d97a73-a553-4c97-8ac7-2c8d14aba60d · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.873282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d00dc34-9a16-4059-8f2e-a1e01473e2ff · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.877584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8b0bfd5-72a5-4ca1-85ee-8417660bb0a5 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.901467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9a96e7a8-45c8-4de3-8a5a-1a800d78b3af · outbound

This paper cites LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.885841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bb45d2b-cae5-4dd8-a59a-27520d379e30 · outbound

This paper cites Self-supervised vision-language pretraining for Medical visual question answering.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Self-supervised vision-language pretraining for Medical visual question answering

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.890723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74a58d43-c217-490a-8e25-1df18fd993f3 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.888370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 50985678-2803-4427-b18f-90598e2323ac · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.874110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f888e3af-c83e-4948-9b44-a7c7bbb1b7e0 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.903711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5cb2fd7-9448-4250-8e51-fbaa7d2cae29 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.907567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6069fa7b-8d5c-4d76-849d-38a3dde0144d · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.838185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 27d4daf8-4905-484c-b5e7-0eb357397a96 · outbound

This paper cites KPL: Training-Free Medical Knowledge Mining of Vision-Language Models.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models KPL: Training-Free Medical Knowledge Mining of Vision-Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.915196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ec434d3-a67a-4633-a2e4-47edd083fc9f · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.823662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c104ef4b-df02-4545-b873-a02691f147ea · outbound

This paper cites LiPO: Listwise Preference Optimization through Learning-to-Rank.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models LiPO: Listwise Preference Optimization through Learning-to-Rank

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.923951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94b0bdc7-2395-44a0-8bed-886724e677cd · outbound

This paper cites Q2ATransformer: Improving Medical VQA via an Answer Querying Decoder.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Q2ATransformer: Improving Medical VQA via an Answer Querying Decoder

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.928769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4794d77-39ff-41e4-9963-51de9a0ab4b8 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.810177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a30534e3-d136-4fde-85d1-791b221ba6e1 · outbound

This paper cites GPT-4 Technical Report.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models GPT-4 Technical Report

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.936426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2aa33ed-26b9-418e-b675-cc189f8988ef · outbound

This paper cites Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.940318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74fcdd41-16a4-44ad-9e58-5ebebc2616c1 · outbound

This paper cites Stabilizing RLHF through Advantage Model and Selective Rehearsal.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Stabilizing RLHF through Advantage Model and Selective Rehearsal

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:00:49.448506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8e7387b7-ee11-417f-9516-cefda1259562 · outbound

This paper cites Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.948028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85084477-b28d-48ec-b3ee-062be24514c1 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.795670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ccc61861-314f-45f0-aadb-5db61cee2f26 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.955684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90327fcc-04eb-4229-839d-b553700d672f · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.958980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2781547e-e1e7-4243-8285-3169b5c73dfc · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.766947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7e93cd0d-ace9-4e8e-915a-bfb92b557267 · outbound

This paper cites Capabilities of Gemini Models in Medicine.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Capabilities of Gemini Models in Medicine

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.965654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c41dafe-a96e-4ae9-82c6-450ed69a245e · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.970350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4223658-eeb0-4b87-ad0b-6a831b4275b4 · outbound

This paper cites STLLaVA-Med: Self-Training Large Language and Vision Assistant for Medical Question-Answering.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models STLLaVA-Med: Self-Training Large Language and Vision Assistant for Medical Question-Answering

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.973770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85b59774-65d5-4c5d-8c2c-584545218ec2 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.744170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 336a7491-2643-480d-9dde-ad9490328ece · outbound

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

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Aligning Large Multimodal Models with Factually Augmented RLHF

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.983655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e586b821-bd72-4a76-b72f-f6b9a2739b7f · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:49.729910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 62da44b4-f716-4929-9121-3ef80dfec801 · outbound

This paper cites Open-Ended Medical Visual Question Answering Through Prefix Tuning of Language Models.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Open-Ended Medical Visual Question Answering Through Prefix Tuning of Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.990829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 039e4b45-add8-46d9-a990-a06f4ff55f49 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.995534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1e7f4d5-7e49-4a07-9078-e6ec1f167119 · outbound

This paper cites AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:48.999215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdaf09ad-b011-4b5f-aee3-a1a16dae6450 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 55

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T12:00:49.359781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7c256f7f-f219-46fa-a518-a4b1dbfb509d · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

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Observation fc04e83c-4606-4d6a-b7a8-5c932eee30a2 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 57

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Observation ee4df9e2-26d9-4604-9fd3-5565fab6ea2d · outbound

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HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models BiomedGPT: A Generalist Vision-Language Foundation Model for Diverse Biomedical Tasks

Reference 58

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Observation 6afe9a87-88b4-4ff1-9680-1b87eebf8c29 · outbound

This paper cites Automated Multi-level Preference for MLLMs.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Automated Multi-level Preference for MLLMs

Reference 59

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Observation a5dbf31d-f855-4702-983a-4dc31c950973 · outbound

This paper cites BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:49.024942Z

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Unavailable: canonical work link unavailable.

Observation 1c143ce0-d991-47b7-bc34-684d6af9059d · outbound

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

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:49.029421Z

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Observation 26018dad-d151-4596-a7c0-a62c48f93c6b · outbound

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HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Aligning Modalities in Vision Large Language Models via Preference Fine-tuning

Reference 62

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Observation 2b0bfa54-3836-4346-87d3-2f71914718e7 · outbound

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HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Calibrated Self-Rewarding Vision Language Models

Reference 63

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Observation d0628f9a-c149-4be1-b813-01a258d49510 · outbound

This paper cites an unresolved cited work.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Unresolved cited work

Reference 64

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Observation 72dd7354-9ff1-4eef-b10d-c2f5168b8a3a · outbound

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HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models Iterative Data Smoothing: Mitigating Reward Overfitting and Overoptimization in RLHF

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:49.045583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization.

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 c5062569-f6db-4d35-a6fb-305049278397 · outbound

This paper cites online" 'onlinestring :=.

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models online" 'onlinestring :=

Reference 67

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Observation f4c21a9b-3c75-4ce7-b0e2-c186384c2293 · outbound

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HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models write newline

Reference 68

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Pith citing papers

Observation d4463c4a-fb36-4814-9e27-491ea0809502 · inbound

RiOT: Efficient Prompt Refinement with Residual Optimization Tree cites this paper.

RiOT: Efficient Prompt Refinement with Residual Optimization Tree HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models

Reference 19

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Observation 05ccbcef-1e70-4497-beca-28d787d1beef · inbound

V2T-CoT: From Vision to Text Chain-of-Thought for Medical Reasoning and Diagnosis cites this paper.

V2T-CoT: From Vision to Text Chain-of-Thought for Medical Reasoning and Diagnosis HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models

Reference 15

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Source-reported events for the cited work

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Observation ebf51417-d08f-4bea-bf57-e6e07fc54914 · inbound

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models cites this paper.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models

Reference 115

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:29.572555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 824ab91f-d14b-4f32-a7e4-eed74b56c12e · inbound

Knowing or Guessing? Robust Medical Visual Question Answering via Joint Consistency and Contrastive Learning cites this paper.

Knowing or Guessing? Robust Medical Visual Question Answering via Joint Consistency and Contrastive Learning HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models

Reference 13

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T16:21:43.441693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.