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Paper Citation Record · LEDGER

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework

As of 4 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2511.02271.

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

pith.paper-citation-record.v1
2511.02271 v2

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-18T01:45:29.400398Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+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

51 of 51 outbound references displayed

  • verified exact9
  • verified fuzzy41
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ef9bc095-b574-43eb-bd29-2372545dc86f · outbound

This paper cites Making the most of text semantics to improve biomedical vision–language processing.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Making the most of text semantics to improve biomedical vision–language processing

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.305159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

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Observation 994ba9d6-f34d-4d1d-bb1c-66181c898297 · outbound

This paper cites An causal xai diagnostic model for breast cancer based on mammography reports.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework An causal xai diagnostic model for breast cancer based on mammography reports

Reference 2

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verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.308855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:4dfd1527c681b9f2cd4ce9a6a95fbe1df9be3f631e11e61e14567c8aa9935254

Observation 8625d810-accc-4f15-8daa-ec6168cef9df · outbound

This paper cites Cross-Modal Causal Intervention for Medical Report Generation.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Cross-Modal Causal Intervention for Medical Report Generation

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:45:36.954399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:28e46e774a5915517b3500939a64483d34218c18b56f60ad31e1ce8e3f8734f8

Observation e7bd8d38-5b8c-49ef-a0c2-a035b0d4a364 · outbound

This paper cites Cross-modal causal represen- tation learning for radiology report generation.IEEE Trans- actions on Image Processing, 34:2970–2985.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Cross-modal causal represen- tation learning for radiology report generation.IEEE Trans- actions on Image Processing, 34:2970–2985

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.242038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:6d789a7eb5a6eaeb3ab50df625619482bdadb155c6316273e967bb51c4ab6335

Observation e8759374-2d34-45ba-80ca-d4dfade729fc · outbound

This paper cites Generating Radiology Reports via Memory-driven Transformer.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Generating Radiology Reports via Memory-driven Transformer

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:45:36.998702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:46c6205d4600799250a0d09a197c8b26de8d7bc975f9f4188ecd62ba9c261b64

Observation 6bdb0f6e-ce49-4d47-b39d-211fc3059c53 · outbound

This paper cites Cross-modal memory networks for radiology report gener- ation.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Cross-modal memory networks for radiology report gener- ation

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.285175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:38d3474c2722cbbdba00098095346fc6358b02eee51618cef1cc2f293e546bda

Observation 57362884-5a84-46e9-bd77-9b350486c933 · outbound

This paper cites Cross-modal Memory Networks for Radiology Report Generation.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Cross-modal Memory Networks for Radiology Report Generation

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:45:36.974773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:0450430e9df4c6267290cd6c6ae65e854ae31fc925d02d93a6983de47ddc34a6

Observation 3306207f-ce00-4002-ae13-3b27a149a6e8 · outbound

This paper cites Prior: Prototype representation joint learning from medical images and reports.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Prior: Prototype representation joint learning from medical images and reports

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.217166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:9dd1d7954265838684f7e3a891a75fa674abe8f2d9312c8151af271ea6c33642

Observation f4a7312f-9eae-490a-89f0-21f1a82dde0d · outbound

This paper cites Difficulties in the interpretation of chest radiography.Comparative inter- pretation of CT and standard radiography of the chest, pages 27–49.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Difficulties in the interpretation of chest radiography.Comparative inter- pretation of CT and standard radiography of the chest, pages 27–49

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.178780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:12f7765b1ef589536ab364a9d78cbb61f1f8cb40612c93fa8ea61b256ac687d4

Observation 49839c48-2876-4db3-99fd-7f7949c7bb11 · outbound

This paper cites Preparing a collection of radiology examinations for distribution and re- trieval.Journal of the American Medical Informatics Asso- ciation, 23(2):304–310.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Preparing a collection of radiology examinations for distribution and re- trieval.Journal of the American Medical Informatics Asso- ciation, 23(2):304–310

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.141405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:c445ea40042ace74ac8b8cb1217c9727c5870d8625f739d8befcf45d0400dd78

Observation c3f916ae-5c86-4f4a-91d2-83e5e98408f9 · outbound

This paper cites Vision-Language Models for Medical Report Generation and Visual Question Answering: A Review.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Vision-Language Models for Medical Report Generation and Visual Question Answering: A Review

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:45:36.968527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:5315f861c83ef2f798d1f08bbc4ed116c886bf570f04c9ad57b5f056277516dc

Observation b2783ca7-8e77-42bf-8e62-b582e76555d1 · outbound

This paper cites Transfg: A trans- former architecture for fine-grained recognition.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Transfg: A trans- former architecture for fine-grained recognition

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.132454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:4de9835e2e41d2f0c0256bd0cc364f55a6d9be0da4cb1131089c7726ff3de30d

Observation c3d6cfad-0d67-447a-a7c6-facb9478e000 · outbound

This paper cites Masked autoencoders are scalable vision learners.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Masked autoencoders are scalable vision learners

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.183343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:519fedfb4215a1612f8a1bb11ceb4ee4fb70c07f1f1cfdf690d07790e7acd649

Observation b5bb9b1d-5575-47e9-9218-821bc676af64 · outbound

This paper cites Kiut: Knowledge-injected u-transformer for radiology report generation.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Kiut: Knowledge-injected u-transformer for radiology report generation

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.269832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:6dd5d717acab34b4dc85ee2761fde59142e37fd6ef37d9352b3daebcc381a99b

Observation f9cbe849-f2b3-4ca7-9b88-d5c9a5e39fa0 · outbound

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

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework RadGraph: Extracting Clinical Entities and Relations from Radiology Reports

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:45:36.987931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:89a7492aa554eba3d4c3fdb93a20e2abb81248d0b40e13673e084ff597f16042

Observation f49d9af7-292d-47f1-a3eb-b86403924019 · outbound

This paper cites Promptmrg: Diagnosis-driven prompts for medical report generation.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Promptmrg: Diagnosis-driven prompts for medical report generation

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.250255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:e1bbe4f5c11388e8f26aebac999b35b3bae3857829b18b203e9874e00d416368

Observation de9a65d4-92a1-49b8-a696-90ab4f9b43b5 · outbound

This paper cites Mimic-cxr, a de- identified publicly available database of chest radiographs with free-text reports.Scientific data, 6(1):317.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Mimic-cxr, a de- identified publicly available database of chest radiographs with free-text reports.Scientific data, 6(1):317

Reference 17

Resolution
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raw_fallback, observed 2026-05-18T01:45:37.254252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:876bb8acee17943a8461428f1c22e9e9c8a877c343d982e7af632e34cb0b7b58

Observation 8ffe33a2-ba8b-4092-be71-1d43875099df · outbound

This paper cites A causal perspective on dataset bias in machine learning for medical imaging.Nature Machine Intelligence, 6(2):138–146.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework A causal perspective on dataset bias in machine learning for medical imaging.Nature Machine Intelligence, 6(2):138–146

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.265822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:f7028a50f4fa748202b5b04b00949025a25ed69358014566488d1ef03b0e5622

Observation 518d3999-3444-4c50-8194-0470f320fbb2 · outbound

This paper cites Dynamic graph enhanced contrastive learning for chest x-ray report generation.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Dynamic graph enhanced contrastive learning for chest x-ray report generation

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.192631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:5c62aa195b800226820fd1d1f98104293b984372abea869cf2b896b9d65a7e1a

Observation 7f04274a-f076-4837-bf8f-88251fdeaaaa · outbound

This paper cites Unify, align and refine: Multi- level semantic alignment for radiology report generation.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Unify, align and refine: Multi- level semantic alignment for radiology report generation

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.295922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:24dea7c8b15daf12843bd10521cb7f630185237a1fa57a2872043de7c590035f

Observation e60a76fe-6d51-4c12-8b8a-0d36776a2e61 · outbound

This paper cites Exploring and distilling posterior and prior knowl- edge for radiology report generation.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Exploring and distilling posterior and prior knowl- edge for radiology report generation

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.246248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:c2cdd4f110bb3d95b3dc837c2f395e4c1e21075d65b945cb7de58c6344907096

Observation f50646ac-327a-4551-9663-c0a97fe8498f · outbound

This paper cites Contrastive Attention for Automatic Chest X-ray Report Generation.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Contrastive Attention for Automatic Chest X-ray Report Generation

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:45:37.004074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:2c31351c779c9f80570b648ae4c96006ca40c5bd24149a1e07939abcb3797876

Observation 34a4b4a6-cef7-41e2-a5f4-9db267076463 · outbound

This paper cites Auto-encoding knowledge graph for unsupervised medical report generation.Advances in Neural Information Process- ing Systems, 34:16266–16279.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Auto-encoding knowledge graph for unsupervised medical report generation.Advances in Neural Information Process- ing Systems, 34:16266–16279

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.262149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:62327f0781ebf70e068ea1b126c066d5fc3d14e859582ffa47f8b4a274fdb5f5

Observation 05a619e9-1a98-4ccf-8f6a-f12ed17c31bd · outbound

This paper cites In-context learning for zero-shot medical re- port generation.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework In-context learning for zero-shot medical re- port generation

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.233262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:83b9ccd3d9eac9bf00eba6eb264197025af0f83a0040ab3c31dae9259c2394f5

Observation e861c60f-4c27-42a4-b914-c19112b659c7 · outbound

This paper cites Reinforced cross-modal alignment for radiology report generation.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Reinforced cross-modal alignment for radiology report generation

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.229257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:6dd1e562ee17a59ccfa4547ee410519bf5a864732338832eb129388fa5c29910

Observation f1c64bfc-00cd-47ff-86d6-c6b1160af8e0 · outbound

This paper cites Automatic radiology reports generation via memory align- ment network.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Automatic radiology reports generation via memory align- ment network

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.288730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:7b666af93a21ff05fd9c74bb597e3e356e039db7d109774f4a369e66c28bada7

Observation dd18de67-698b-491a-9feb-f27a852d2de4 · outbound

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

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Interactive and explainable region-guided radiol- ogy report generation

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.220888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:2cf7783954ae8ffa97ab8201e42fca9996a7a4e82511be11801e5636ef4d25f8

Observation a2cf38c0-ece5-4094-8fc3-d96cc425cc8b · outbound

This paper cites Memory- based cross-modal semantic alignment network for radiology report generation.IEEE Journal of Biomedical and Health Informatics.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Memory- based cross-modal semantic alignment network for radiology report generation.IEEE Journal of Biomedical and Health Informatics

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.225290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:5b050449b83c6ec7f453e759ef0ee904687ab7e987e30ce8ebfe958d82e359e2

Observation 62d9140d-738c-418f-97cc-048987744f51 · outbound

This paper cites XrayGPT: Chest Radiographs Summarization using Medical Vision-Language Models.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework XrayGPT: Chest Radiographs Summarization using Medical Vision-Language Models

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:45:37.009725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:5c3401c8569f9cd9e491cc5844db629c5bd2c534ebaa57fa1c5dee9510b7378e

Observation 8352fdb5-9738-4ede-a557-85ad0c0d5cdb · outbound

This paper cites Towards gen- eralist biomedical ai.Nejm Ai, 1(3):AIoa2300138.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Towards gen- eralist biomedical ai.Nejm Ai, 1(3):AIoa2300138

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.258084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:ad9213e4f2501f4800b189f62b90abbc87627e870d129836e6781111547f3cb1

Observation 140ed1e7-2a68-438c-bcfc-68e54400c891 · outbound

This paper cites A Review of Causality for Learning Algorithms in Medical Image Analysis.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework A Review of Causality for Learning Algorithms in Medical Image Analysis

Reference 31

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T01:45:36.980982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:754f64943f7c826e3165a8415bbafa395cccebe738cbf910ad414142ed154f44

Observation 596336bb-9ea0-42a8-a441-d41952f8ecb8 · outbound

This paper cites Entity, Relation, and Event Extraction with Contextualized Span Representations.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Entity, Relation, and Event Extraction with Contextualized Span Representations

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:45:36.993208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:f02a99b34774b0c204a8698ed6ddc42035331d17a8766357f6d51a475145e04e

Observation 20889829-3601-4096-9664-da6d30d565a9 · outbound

This paper cites Cross-modal pro- totype driven network for radiology report generation.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Cross-modal pro- totype driven network for radiology report generation

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.300358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:ade0fde78077b31fdbea7d266a6624f5918ae8b80dc1c66b3930bf1ba1a4c196

Observation 194a6b08-ba71-4049-9b52-6bcea8149f0a · outbound

This paper cites Causal attention for unbiased visual recognition.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Causal attention for unbiased visual recognition

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.204718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:69632b48ee2a2307d6e0a07b303018ef186059475446a9f72b8af37266ac06cc

Observation d5efc070-42a3-4e90-89f0-d97bb13eadf0 · outbound

This paper cites Tienet: Text-image embedding net- work for common thorax disease classification and reporting in chest x-rays.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Tienet: Text-image embedding net- work for common thorax disease classification and reporting in chest x-rays

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.188234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:496d4373316af2863fa0cb608f654e5774b21d8f5879c1abb17b45b4e1c9c5b1

Observation a81d2586-752a-418f-a8ad-eab72abd079d · outbound

This paper cites SimVLM: Simple Visual Language Model Pretraining with Weak Supervision.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework SimVLM: Simple Visual Language Model Pretraining with Weak Supervision

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:45:36.961944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:93a796839a12fd1bfe9befd3da2173bd789807554adbcb2f2fb2130cd37a08eb

Observation a339a973-c66c-4142-8b1d-a847b4529f01 · outbound

This paper cites Metransformer: Radiology report generation by transformer with multiple learnable expert tokens.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Metransformer: Radiology report generation by transformer with multiple learnable expert tokens

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.292162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:068736f49d6997003a7b10d15a977336a291a609d8b0f857359b8b3654626e4c

Observation 90ebd354-e649-4c5d-a958-c1ceb0cacb53 · outbound

This paper cites R2gengpt: Radiology report generation with frozen llms.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework R2gengpt: Radiology report generation with frozen llms

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.196601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:74277e186f4ec1c290349af515d8eaabb36b6abb56af7c7496e060a09c5fb11c

Observation cd81eb7d-0ea7-4369-994a-dd95be28452b · outbound

This paper cites Medklip: Medical knowledge enhanced language-image pre-training for x-ray diagnosis.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Medklip: Medical knowledge enhanced language-image pre-training for x-ray diagnosis

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.209011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:941ddf962efc8a652f36a216337ae8eef9f7cee9548d27e0b4f849d3d892b6a3

Observation dd2586d2-8266-4ed4-b5da-fcb290f51e61 · outbound

This paper cites Causal infer- ence in the medical domain: a survey.Applied Intelligence, pages 1–24.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Causal infer- ence in the medical domain: a survey.Applied Intelligence, pages 1–24

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.281325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:1e874bfd619419527a963ed5e425b684350b397235bc8337dd5703c337c8ed0c

Observation 2df9c26a-8b60-42e6-8e4a-4034b18f0985 · outbound

This paper cites A survey on incorporating do- main knowledge into deep learning for medical image anal- ysis.Medical Image Analysis, 69:101985.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework A survey on incorporating do- main knowledge into deep learning for medical image anal- ysis.Medical Image Analysis, 69:101985

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.213178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:f571f66d4f8012b0f11239c059c7c4322a7e87bcea84f7df29dda65bc5b57451

Observation c09bcd84-f18e-431b-824b-d776c13870df · outbound

This paper cites Vision-knowledge fusion model for multi-domain medical report generation.Infor- mation Fusion, 97:101817.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Vision-knowledge fusion model for multi-domain medical report generation.Infor- mation Fusion, 97:101817

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.123007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:b91922627b2a33cbe0316f5ebbe3201a0185b7f74b5c198d6c9d1adb1fd4b91d

Observation c13e57e2-3752-4f18-8a8d-059eb6a3e8f0 · outbound

This paper cites Show, attend and tell: Neural image caption gen- eration with visual attention.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Show, attend and tell: Neural image caption gen- eration with visual attention

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.127173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:31c657319a959ad118862c35ffc1ac4159267e6c00f4f6b8289321a5aaaa5038

Observation 24771a2a-1d1e-4f8c-98fb-c37a04536962 · outbound

This paper cites Attributed abnor- mality graph embedding for clinically accurate x-ray report generation.IEEE Transactions on Medical Imaging, 42(8): 2211–2222.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Attributed abnor- mality graph embedding for clinically accurate x-ray report generation.IEEE Transactions on Medical Imaging, 42(8): 2211–2222

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.149630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:50ace39ae5034b09d50cfe377bda3282db0824784ab53f8f7dfa3192d3e99d72

Observation 26a12906-ecee-4a48-8e1b-b4787d66602f · outbound

This paper cites Knowledge matters: Chest radiology report genera- tion with general and specific knowledge.Medical image analysis, 80:102510.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Knowledge matters: Chest radiology report genera- tion with general and specific knowledge.Medical image analysis, 80:102510

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.174038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:88ddfe93f5513eff7326524a6aed7949f245c33c633dcc66241ef218f5c65053

Observation d7a7bb59-e8e0-46f6-aacc-37e3ad7ec313 · outbound

This paper cites Radiology report generation with a learned knowledge base and multi-modal alignment.Med- ical Image Analysis, 86:102798.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Radiology report generation with a learned knowledge base and multi-modal alignment.Med- ical Image Analysis, 86:102798

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.145372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:92b0cfdf137e615a8a371d456f9709acd1f2b9361d84b3ce539fa1486972e7cb

Observation 7c44c65c-2c6b-40a3-a3f5-c2f22a9cc41c · outbound

This paper cites Deconfounded image captioning: A causal retrospect.IEEE Transac- tions on Pattern Analysis and Machine Intelligence, 45(11): 12996–13010.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Deconfounded image captioning: A causal retrospect.IEEE Transac- tions on Pattern Analysis and Machine Intelligence, 45(11): 12996–13010

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.137197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:21c90b9293a07c5e99eede82949aa7d53ecb7e3e40cd9d850f44b30f171e3214

Observation 3c457c2c-54e9-46ae-8b38-44f8c855a14d · outbound

This paper cites Aligntransformer: Hierarchical alignment of visual regions and disease tags for medical report genera- tion.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Aligntransformer: Hierarchical alignment of visual regions and disease tags for medical report genera- tion

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.200774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:26a0b97f8277a0aa81c603f905fd410dae620b326efd42955ceeb5aaa27f79b0

Observation 7d55578a-4130-4ff8-983a-a3b74ef9b365 · outbound

This paper cites Anatomy-guided weakly- supervised abnormality localization in chest x-rays.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Anatomy-guided weakly- supervised abnormality localization in chest x-rays

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.237540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:8f6f6040d23822b4fc63d904dc59c7154d150530cfa57258e90011e19a8ab084

Observation 699975c5-9acb-48ec-a6d7-1a851e120eac · outbound

This paper cites Au- tomatic radiology report generation based on multi-view image fusion and medical concept enrichment.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework Au- tomatic radiology report generation based on multi-view image fusion and medical concept enrichment

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.277195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:652766e0a26df9b598d789b0b0cc557ee355cf80f31d8e290bcfa8789d6ed281

Observation 6ac6e697-8267-48d6-8db9-a9033b6f9f01 · outbound

This paper cites When radiology report generation meets knowledge graph.

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework When radiology report generation meets knowledge graph

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T01:45:37.273443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-18T01:45:29.400398Z digest=sha256:a74cc4448a0ce50e9a90491a7faf469e3a5343e412788722d8c30690b60e28b4

Pith citing papers

No inbound Pith citation observations are available.