Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T16:38:08.026772Z
Paper Citation Record · LEDGER
Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models
As of 5 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 1 inbound Pith citation observation for arXiv:2604.08941.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T15:04:53.540448Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
13 of 13 outbound references displayed
- verified exact0
- verified fuzzy2
- unresolved9
- parse uncertain0
- malformed identifier2
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 02aa2715-0f98-4915-a74e-42c652702014 · outbound
This paper cites an unresolved cited work.
Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T14:21:52.838493Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7977fd7b-efef-443d-a7ce-15ec5b196a63 · outbound
This paper cites an unresolved cited work.
Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T14:21:52.841271Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9afbb101-a620-497d-a8f1-c018eb07894b · outbound
This paper cites For metrics computed on paired data (e.g., ECE difference between two methods on the same test set), we bootstrap the pairs jointly to preserve the correlation structure.
Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models For metrics computed on paired data (e.g., ECE difference between two methods on the same test set), we bootstrap the pairs jointly to preserve the correlation structure
Reference 3
- Resolution
- malformed identifier
- raw_fallback, observed 2026-05-17T14:21:52.832180Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fcec72e9-1921-4f21-b6d1-f1a95824c555 · outbound
This paper cites an unresolved cited work.
Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T14:21:52.835067Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bd1ad80c-44db-42d1-bee3-095a0a199d1e · outbound
This paper cites an unresolved cited work.
Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T14:21:52.843854Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f1868424-6b41-4f9d-b2d2-5c893a7f6449 · outbound
This paper cites an unresolved cited work.
Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T14:21:52.849221Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 842548a3-b4fc-4e0c-b763-246694000a71 · outbound
This paper cites All protocols use cached margins from the softmax_entropy JSONL files, applying temperature scaling offline without re-running the model.
Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models All protocols use cached margins from the softmax_entropy JSONL files, applying temperature scaling offline without re-running the model
Reference 7
- Resolution
- malformed identifier
- raw_fallback, observed 2026-05-17T14:21:52.854627Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a232a44b-1f9a-4096-b0d5-004a9a951d71 · outbound
This paper cites an unresolved cited work.
Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T14:21:52.846588Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ea86426d-a87d-4e98-82b5-309830c7cc60 · outbound
This paper cites an unresolved cited work.
Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T14:21:52.829330Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dcb25cba-bc21-4043-bf31-3410464ae82a · outbound
This paper cites 7.3%) MC-Drop.
Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models 7.3%) MC-Drop
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T14:21:52.823233Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0703a7f0-d65c-4c8c-a905-21a169e4d399 · outbound
This paper cites an unresolved cited work.
Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T14:21:52.857423Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 36dfe4a1-05a6-4e03-8279-7bc1d75d626c · outbound
This paper cites an unresolved cited work.
Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T14:21:52.851826Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 43ec55b1-9b86-4f59-b035-7f76fce20efc · outbound
This paper cites First, LoRA fine- tuning is the primary calibration mechanism; no post-hoc UQ method applied to the base model comes close.
Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models First, LoRA fine- tuning is the primary calibration mechanism; no post-hoc UQ method applied to the base model comes close
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T14:21:52.826320Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Pith citing papers
Observation e6ecc257-bc86-42e9-87e9-11e3015276ca · inbound
Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs cites this paper.
Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs Predictive Entropy Links Calibration and Paraphrase Sensitivity in Medical Vision-Language Models
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T15:04:53.540448Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.