Paper Citation Record · LEDGER

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications

As of 7 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2507.12945.

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

pith.paper-citation-record.v1
2507.12945 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:39:50.872235Z

measured 27 of 27 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

27 of 27 outbound references displayed

verified exact0
verified fuzzy11
unresolved16
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fb6ed870-a856-45a7-91cb-763b5292e4bb · outbound

This paper cites GPT-4 Technical Report.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:47.777018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04031fef-2949-41f3-9300-9a8658be0e50 · outbound

This paper cites Rethinking Uncertainty Estimation in LLMs: A Principled Single-Sequence Measure.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications Rethinking Uncertainty Estimation in LLMs: A Principled Single-Sequence Measure

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:47.934125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 429a6ed5-dac3-4571-ae83-b392dadae28f · outbound

This paper cites M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:48.004934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f74b0222-dea5-480d-919a-3f0686db5fb6 · outbound

This paper cites Handbook of numerical analysis1, 465–652 (1990).

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications Handbook of numerical analysis1, 465–652 (1990)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:39:53.214633Z

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 32b1396d-4fe4-4819-9fa0-4e9ad2690fd4 · outbound

This paper cites In: 2024 IEEE Inter- national Conference on Bioinformatics and Biomedicine (BIBM).

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications In: 2024 IEEE Inter- national Conference on Bioinformatics and Biomedicine (BIBM)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:39:53.040274Z

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 e4f9cdbc-e1c9-484e-bd9b-bc706bdf3cad · outbound

This paper cites Unveiling Uncertainty: A Deep Dive into Calibration and Performance of Multimodal Large Language Models.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications Unveiling Uncertainty: A Deep Dive into Calibration and Performance of Multimodal Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:48.333276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24d63004-abfe-4b58-96e7-12a1e6f4e38d · outbound

This paper cites Noise reduction in speech processing pp.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications Noise reduction in speech processing pp

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:39:52.894362Z

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 8708b790-5d74-4a52-a77f-2a483fcdc6d7 · outbound

This paper cites Exploring Large Language Models for Multi-Modal Out-of-Distribution Detection.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications Exploring Large Language Models for Multi-Modal Out-of-Distribution Detection

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:48.563296Z

Source-reported events for the cited work

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Observation dd223b7f-47ca-4f04-affd-406f54ece39b · outbound

This paper cites Exploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications Exploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:48.666916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 271aba8e-996d-4214-8fea-ac010e914f5a · outbound

This paper cites A versatile foundation model for cine cardiac magnetic resonance image analysis tasks.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications A versatile foundation model for cine cardiac magnetic resonance image analysis tasks

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:48.768124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fa62504-5238-478f-a3bc-b78b04aa2d3e · outbound

This paper cites ACM Transactions on Information Systems43(2), 1–30 (2025).

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications ACM Transactions on Information Systems43(2), 1–30 (2025)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:39:52.691344Z

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 1fc3867b-a35e-40b5-b20f-0f7ddd810b82 · outbound

This paper cites In: Findings of the Association for Computational Linguistics: EMNLP 2023.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications In: Findings of the Association for Computational Linguistics: EMNLP 2023

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:39:52.497781Z

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 43d3874f-41ef-44e0-914f-aa3d97e6da0a · outbound

This paper cites In: Proceed- ings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP).

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications In: Proceed- ings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:39:52.333066Z

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 0e39c86d-73b3-4325-90ed-5e9d9c28892d · outbound

This paper cites Uncertainty-Aware Evaluation for Vision-Language Models.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications Uncertainty-Aware Evaluation for Vision-Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:49.215849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35649b7e-46a9-47f3-bc4c-81894a9e4782 · outbound

This paper cites Structural and multidisciplinary optimization37, 239– 253 (2009).

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications Structural and multidisciplinary optimization37, 239– 253 (2009)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:39:52.118582Z

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 e6623deb-cd46-4b64-8487-9926cff6a420 · outbound

This paper cites MedDM:LLM-executable clinical guidance tree for clinical decision-making.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications MedDM:LLM-executable clinical guidance tree for clinical decision-making

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:49.583019Z

Source-reported events for the cited work

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Observation 6ee5b4a3-1e08-4781-8e38-99551255b8c2 · outbound

This paper cites Advances in Neural Information Processing Systems36 (2024).

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications Advances in Neural Information Processing Systems36 (2024)

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:49.708946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30c76104-dbff-44d9-8258-5f526a450679 · outbound

This paper cites In: International conference on machine learning.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications In: International conference on machine learning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:49.809304Z

Source-reported events for the cited work

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Observation e1fdcc36-fbff-4303-9509-46275424f32d · outbound

This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications In: Proceedings of the AAAI Conference on Artificial Intelligence

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:39:51.933138Z

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 75aac980-7a16-41eb-9c7a-a2fc0179fa19 · outbound

This paper cites Large Language Model (LLM) AI text generation detection based on transformer deep learning algorithm.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications Large Language Model (LLM) AI text generation detection based on transformer deep learning algorithm

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:50.118638Z

Source-reported events for the cited work

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Observation 7909a9ef-3476-45cd-8cf6-3964fa767395 · outbound

This paper cites In: CVPR workshops.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications In: CVPR workshops

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:39:51.726049Z

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 dfcf5cf6-8040-4c15-804c-d5b9ef7e7267 · outbound

This paper cites Advances in neural information processing sys- tems 32 (2019).

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications Advances in neural information processing sys- tems 32 (2019)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:50.382205Z

Source-reported events for the cited work

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Observation 363c7e51-3a3e-4e63-b479-2fe07ee28f2a · outbound

This paper cites the Journal of machine Learning research12, 2825–2830 (2011).

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications the Journal of machine Learning research12, 2825–2830 (2011)

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:50.450250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae23020c-b0d1-47e2-8391-09031d7fcd21 · outbound

This paper cites Chemometrics and intelligent laboratory systems 6(4), 259–272 (1989).

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications Chemometrics and intelligent laboratory systems 6(4), 259–272 (1989)

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:39:51.500606Z

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 d993c999-f75a-4436-ac4c-f1b25b7e0251 · outbound

This paper cites Neurocomputing338, 34–45 (2019).

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications Neurocomputing338, 34–45 (2019)

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:39:51.290097Z

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 aceb48c1-ee53-4c06-997c-046fdec836da · outbound

This paper cites HuggingFace's Transformers: State-of-the-art Natural Language Processing.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications HuggingFace's Transformers: State-of-the-art Natural Language Processing

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:50.771243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19fc7aae-7965-4764-9987-67ef2f304ae5 · outbound

This paper cites VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:50.872235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.