Paper Citation Record · LEDGER

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation

As of 19 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2508.13068.

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

pith.paper-citation-record.v1
2508.13068 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:21:40.254532Z

measured 40 of 40 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 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

40 of 40 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation faf90304-1144-4c20-af62-ebdc2da03ccb · outbound

This paper cites A systematic review of natural language processing applied to radiology reports.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation A systematic review of natural language processing applied to radiology reports

Reference 1

Resolution: verified exact; doi, observed 2026-08-15T17:21:40.523657Z

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 ac51de9f-2cfc-4e6e-b64f-51027c65f566 · outbound

This paper cites Clinically Accurate Chest X-Ray Report Generation.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Clinically Accurate Chest X-Ray Report Generation

Reference 2

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Source-reported events for the cited work

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Observation 777d9dc6-7808-41c3-9e41-e233c0bb03cf · outbound

This paper cites Interactive and explainable region-guided radiology report generation.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Interactive and explainable region-guided radiology report generation

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:21:41.501101Z

Source-reported events for the cited work

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Observation 74457f2a-c1bb-4d99-aafa-2e9085bc3b02 · outbound

This paper cites Kevin Zhou, and Li Xiao.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Kevin Zhou, and Li Xiao

Reference 4

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Source-reported events for the cited work

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Observation 7cf86dac-2683-4bad-9475-9a47e10e22e7 · outbound

This paper cites Wu, Arjun Sharma, Matthew Tong, Shafiq Abedin, David Beymer, Vandana Mukherjee, Elizabeth A.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Wu, Arjun Sharma, Matthew Tong, Shafiq Abedin, David Beymer, Vandana Mukherjee, Elizabeth A

Reference 5

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Source-reported events for the cited work

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Observation 04a3727d-27f7-4c52-928f-10a91118489d · outbound

This paper cites Auffermann, Jessica Chan, Phuong-Anh T.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Auffermann, Jessica Chan, Phuong-Anh T

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T17:21:40.029907Z

Source-reported events for the cited work

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Observation 0f94b7f7-bde6-4ee8-92e6-02fea6a702b9 · outbound

This paper cites Eye-gaze guided multi-modal alignment for medical representation learning.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Eye-gaze guided multi-modal alignment for medical representation learning

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:21:41.474070Z

Source-reported events for the cited work

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Observation 9db6fc38-b9bc-412c-956d-e9c96f9eba34 · outbound

This paper cites Integrating language into medical visual recognition and reasoning: A survey.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Integrating language into medical visual recognition and reasoning: A survey

Reference 8

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Observation b039f972-1e2f-413c-bfaa-f71d3b72dfb7 · outbound

This paper cites Hong, Woonhyuk Baek, and Byungseok Roh.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Hong, Woonhyuk Baek, and Byungseok Roh

Reference 9

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Observation fb279da1-540b-405d-bea9-b15177f26ca2 · outbound

This paper cites Medclip: Contrastive learning from unpaired medical images and text.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Medclip: Contrastive learning from unpaired medical images and text

Reference 10

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Source-reported events for the cited work

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Observation a2cde58a-12b7-4d83-bd5e-493618ed8642 · outbound

This paper cites Castro, Benedikt Boecking, Harshita Sharma, Kenza Bouzid, Anja Thieme, Anton Schwaighofer, Maria Wetscherek, Matthew P.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Castro, Benedikt Boecking, Harshita Sharma, Kenza Bouzid, Anja Thieme, Anton Schwaighofer, Maria Wetscherek, Matthew P

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:21:41.451240Z

Source-reported events for the cited work

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Observation f0fe4869-88dd-49c8-820e-650d7c2925a7 · outbound

This paper cites Knowledge-enhanced visual-language pre-training on chest radiology images.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Knowledge-enhanced visual-language pre-training on chest radiology images

Reference 12

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Observation 343cab5d-866c-407c-a3ed-826916bde2f8 · outbound

This paper cites Enhancing medical vision-language contrastive learning via inter-matching relation modeling.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Enhancing medical vision-language contrastive learning via inter-matching relation modeling

Reference 13

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Observation af940915-da9e-4447-9991-dae022c2c9b9 · outbound

This paper cites Gazegnn: A gaze-guided graph neural network for chest x-ray classification.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Gazegnn: A gaze-guided graph neural network for chest x-ray classification

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:21:41.426702Z

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Observation 5dcaeb33-2c9e-4e06-be95-f4e4514f1e66 · outbound

This paper cites Act like a radiologist: Radiology report generation across anatomical regions.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Act like a radiologist: Radiology report generation across anatomical regions

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:21:41.399155Z

Source-reported events for the cited work

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Observation 12e08b81-20b2-4967-b838-3ec2e6a64dce · outbound

This paper cites Look & mark: Leveraging radiologist eye fixations and bounding boxes in multimodal large language models for chest X -ray report generation.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Look & mark: Leveraging radiologist eye fixations and bounding boxes in multimodal large language models for chest X -ray report generation

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:21:41.374198Z

Source-reported events for the cited work

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Observation 1a86138b-8b87-4e72-945d-d30f6312c8ed · outbound

This paper cites Wetscherek, Tristan Naumann, Aditya Nori, Javier Alvarez Valle, Hoifung Poon, and Ozan Oktay.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Wetscherek, Tristan Naumann, Aditya Nori, Javier Alvarez Valle, Hoifung Poon, and Ozan Oktay

Reference 17

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Source-reported events for the cited work

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Observation 42dce522-e20f-4a02-9416-0c13f9a9d72c · outbound

This paper cites Contrastive multimodal fusion with tupleinfonce.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Contrastive multimodal fusion with tupleinfonce

Reference 18

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Observation 282eb8e5-d132-46fc-ab22-c4584e121d2f · outbound

This paper cites Geras, and Farah E.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Geras, and Farah E

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:21:41.320041Z

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Observation 7798ea23-47d4-41da-85b7-b08cc813d03d · outbound

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

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 20

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Observation 70202f2e-0e88-4f67-8699-1046dbf849a1 · outbound

This paper cites Mong, Safwan S.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Mong, Safwan S

Reference 21

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Observation 3e0cdf66-1061-4350-ad3a-08092773faf7 · outbound

This paper cites Publicly available clinical BERT embeddings.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Publicly available clinical BERT embeddings

Reference 22

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This paper cites Representation Learning with Contrastive Predictive Coding.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Representation Learning with Contrastive Predictive Coding

Reference 23

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This paper cites Gutmann and Aapo Hyv\" a rinen.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Gutmann and Aapo Hyv\" a rinen

Reference 24

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Observation f53ef4d7-1982-4f1c-9dc1-d72a219e4ab1 · outbound

This paper cites Statistical Power Analysis for the Behavioral Sciences.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Statistical Power Analysis for the Behavioral Sciences

Reference 25

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Observation c83595dc-3f9e-4d77-98c8-695c481eb5d8 · outbound

This paper cites What do different evaluation metrics tell us about saliency models? IEEE Transactions on Pattern Analysis and Machine Intelligence, 41 0 (3): 0 740--757, 2019.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation What do different evaluation metrics tell us about saliency models? IEEE Transactions on Pattern Analysis and Machine Intelligence, 41 0 (3): 0 740--757, 2019

Reference 26

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Observation b69ba746-c64c-40d4-b37e-493126c9d540 · outbound

This paper cites Peters and L.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Peters and L

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:21:41.189521Z

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Observation cb7fc800-335e-4231-833f-961a3c53a499 · outbound

This paper cites Evaluating human gaze and model attention on glaucoma oct interpretation.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Evaluating human gaze and model attention on glaucoma oct interpretation

Reference 28

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Observation e6daa83c-4896-45c8-bbb1-69994a020ea6 · outbound

This paper cites Nascimento, Joao Pereira, Joaquim Jorge, and Catarina Moreira.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Nascimento, Joao Pereira, Joaquim Jorge, and Catarina Moreira

Reference 29

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Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Saliency and human fixations: State-of-the-art and study of comparison metrics

Reference 30

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Observation 4d0e8b54-463c-480e-ba92-db6c0ccea1ef · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Bleu: a method for automatic evaluation of machine translation

Reference 31

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Observation afb53bcc-f1b0-46b0-aa18-4cfa3c566e6a · outbound

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Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation ROUGE : A package for automatic evaluation of summaries

Reference 32

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Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation METEOR : An automatic metric for MT evaluation with improved correlation with human judgments

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:21:41.083975Z

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Observation 6739b995-9cb9-42fd-88e0-14d94210cf80 · outbound

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Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Weinberger, and Yoav Artzi

Reference 34

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Observation 9e5b687a-beea-4436-9605-c5c68fa483de · outbound

This paper cites Ties matter: Meta-evaluating modern metrics with pairwise accuracy and tie calibration.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Ties matter: Meta-evaluating modern metrics with pairwise accuracy and tie calibration

Reference 35

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This paper cites RadGraph: Extracting Clinical Entities and Relations from Radiology Reports.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation RadGraph: Extracting Clinical Entities and Relations from Radiology Reports

Reference 36

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Observation 153ca14e-dbac-4eb8-a2aa-ffc1ddee6e48 · outbound

This paper cites Shallow and Deep Convolutional Networks for Saliency Prediction.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Shallow and Deep Convolutional Networks for Saliency Prediction

Reference 37

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Observation f0ada81b-6bc4-4861-8ded-abbee152e8e3 · outbound

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Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Unresolved cited work

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Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Menéndez, J.A

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T17:21:40.247681Z

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Observation 8dcaf16f-6b51-494a-9957-2f0b355ab133 · outbound

This paper cites Methods for comparing scanpaths and saliency maps: strengths and weaknesses.

Eyes on the Image: Gaze Supervised Multimodal Learning for Chest X-ray Diagnosis and Report Generation Methods for comparing scanpaths and saliency maps: strengths and weaknesses

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T17:21:40.254532Z

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Pith citing papers

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