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Paper Citation Record · LEDGER

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion

As of 6 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 3 inbound Pith citation observations for arXiv:2604.09450.

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

pith.paper-citation-record.v1
2604.09450 v2

Coverage vector

measured 75 of 75 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-21T08:52:04.531938Z

measured 78 of 78 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-03T20:20:37.712479Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T20:28:55.231882Z

Reference resolution

75 of 75 outbound references displayed

  • verified exact27
  • verified fuzzy43
  • unresolved2
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ae92ea82-f83e-454b-9af6-05fe6c7a066b · outbound

This paper cites Block diffusion: Interpolating between autoregressive and diffusion language models.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Block diffusion: Interpolating between autoregressive and diffusion language models

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.126106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:8bf3496afff5ed18233da1069034e5a9e27e9578cb6924682b9dfa794c44f448

Observation 826d587a-ebc5-4b39-9f14-facae371f3f0 · outbound

This paper cites Structured denoising diffusion models in discrete state-spaces.Advances in neural information processing systems.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Structured denoising diffusion models in discrete state-spaces.Advances in neural information processing systems

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.166734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:94fc67c700d3cfbd8260b66f849b7bed161711e79673f5752cb8207700e9b414

Observation 5ff51175-730b-46c3-a39f-ccf758a8d6df · outbound

This paper cites Qwen3-VL Technical Report.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Qwen3-VL Technical Report

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-05-21T08:54:05.834075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:f242b6f2d73ab73780c482677843e2a8f65ccea7b76b3c48b0aee8bf31fd66d5

Observation bf8a28ee-ca14-430b-a886-b9fec70f99b0 · outbound

This paper cites LLaDA2.0: Scaling Up Diffusion Language Models to 100B.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion LLaDA2.0: Scaling Up Diffusion Language Models to 100B

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-05-21T08:54:05.846658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:8b87a7cf43f80a1c9a99fac3cbb33fa6630370b94196c99b1b05ca4c56acdbe3

Observation f9bd3c69-bea5-48b5-a373-1faddc4eb21d · outbound

This paper cites Thomas, Jerome Ku, Federico Berto, Jae Myung Kim, Garyk Brixi, Eric Nguyen, Stefano Massaroli, and Michael Poli.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Thomas, Jerome Ku, Federico Berto, Jae Myung Kim, Garyk Brixi, Eric Nguyen, Stefano Massaroli, and Michael Poli

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.164360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:197c8616b6269a8432e2e374f614fb633e9d2a4a4b18304ef6d18da5cf362185

Observation 1737d729-8b40-43c1-824b-9248db56d17e · outbound

This paper cites Towards injecting medical visual knowledge into multimodal llms at scale.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Towards injecting medical visual knowledge into multimodal llms at scale

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.169425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:7330202a885d1fefd4bf19a35017009a057dd4a40f71be9db406ad0585de6d86

Observation 9c5cbc9a-ce3f-429a-874a-856dd3cfa681 · outbound

This paper cites A Vision-Language Foundation Model to Enhance Efficiency of Chest X-ray Interpretation.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion A Vision-Language Foundation Model to Enhance Efficiency of Chest X-ray Interpretation

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:54:05.841903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:9910729339dea482d4698add3192a6501420aa928d640408a1bcf4ac260fbde4

Observation d06d17db-e8f5-4494-a1a2-e6b31867d756 · outbound

This paper cites dparallel: Learnable parallel decoding for dllms.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion dparallel: Learnable parallel decoding for dllms

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:54:05.831649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:595e37823c2afa7e946e35f2535f797c30c940246c3b72da3e55fbb28fe68334

Observation ca43b5b2-e3a5-4694-83a8-f5c1c7e64b83 · outbound

This paper cites Sdar-vl: Stable and efficient block-wise diffusion for vision-language understanding.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Sdar-vl: Stable and efficient block-wise diffusion for vision-language understanding

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:54:05.896732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:b741e0765e02c115772bd0ee837cae67858bda6c0508c2160d59cd4eecf0ebee

Observation 004a6e71-24ff-4d9f-80fe-10a19148b73c · outbound

This paper cites Speculative diffusion decoding: Accelerating language generation through diffusion.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Speculative diffusion decoding: Accelerating language generation through diffusion

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.140965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:e499ed68a34326fc2a809bec1cc3d0a15feafa2839ca35e658696d244de0d7b0

Observation dbb614bf-90d9-438b-a8e2-38b8d0af99ec · outbound

This paper cites Preparing a collection of radiology examinations for distribution and retrieval.Journal of the American Medical Informatics Association.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Preparing a collection of radiology examinations for distribution and retrieval.Journal of the American Medical Informatics Association

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.182969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:caf274e79aab9637148bc0d35a0296a7c70eedd81ddfe44bf86a1c81215d7872

Observation e0a1aaca-8b86-4647-9824-1a66fedd7c81 · outbound

This paper cites Beyond autoregression: Fast llms via self-distillation through time.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Beyond autoregression: Fast llms via self-distillation through time

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.089672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:e2678466fedbaa967bbd0747d41c295ebc259693e9eb4f6c1980f8d4b9db8fbf

Observation 9e5b2ffb-4e00-42a1-96c3-117f38493835 · outbound

This paper cites Llada-medv: Exploring large language diffusion models for biomedical image understanding.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Llada-medv: Exploring large language diffusion models for biomedical image understanding

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:54:05.884253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:4cdbb625d4858ec8249e3a80724418f768659d7ea6c888745fdbc33f14ef15ad

Observation d8bd5431-03f9-4c40-84ef-172225d77f05 · outbound

This paper cites Unifying autoregressive and diffusion-based sequence generation.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Unifying autoregressive and diffusion-based sequence generation

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.136269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:b73d76465ee1be63d5482ea8c68298b3916e3ba62223dd8b9c0eabaf257e94d1

Observation bf631181-fb09-4a34-807d-c9f50c4832d5 · outbound

This paper cites Scaling diffusion language models via adaptation from autoregressive models.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Scaling diffusion language models via adaptation from autoregressive models

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.091539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:76a1c4f94680144d2b0cc9b54678a3c5e2adf54406479d0f4c433cf304e057a3

Observation 76dcbb27-5127-48a9-8bea-deedbfca1422 · outbound

This paper cites Gemini 3 pro model card.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Gemini 3 pro model card

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.097068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:5ad6ec5e6bc67cde5b7608115ca0591bd72054cff444b7ad326754e06dde89f3

Observation 72a18be3-975a-4801-bb3e-697d6fb25af7 · outbound

This paper cites Ssd-lm: Semi-autoregressive simplex-based diffusion lan- guagemodelfortextgenerationandmodularcontrol.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Ssd-lm: Semi-autoregressive simplex-based diffusion lan- guagemodelfortextgenerationandmodularcontrol

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.147983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:1a0996f32722c50efd4fc88e3347f76cf02872e05da9bfd36dea64e31fdccb83

Observation 694ec159-e292-485c-ba90-7cd907cbe6d3 · outbound

This paper cites Accelerating diffusion language model inference via efficient kv caching and guided diffusion.arXiv e-prints.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Accelerating diffusion language model inference via efficient kv caching and guided diffusion.arXiv e-prints

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.138620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:637adb6a246f996f404811d34d683cf961c97a5b3be8cfcb97560ac80710fb4b

Observation c10657d0-cb5a-4eaf-9d5f-fbf87d081d2a · outbound

This paper cites GPT-4o System Card.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion GPT-4o System Card

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-05-21T08:54:05.886421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:53f994ebfff881a2173be6037f66aed1c39dfafec8d9e532aac19080a26cbab3

Observation 75c4b051-a5a7-45d7-b867-662511d2312f · outbound

This paper cites Chexpert: A large chest radiograph dataset with uncertainty labels and expert comparison.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Chexpert: A large chest radiograph dataset with uncertainty labels and expert comparison

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.172011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:8e751340e0cb1d4c094b75eab34cfcc04262720798a29abbbe0379a21dbb8034

Observation 74df463f-24cd-4fea-b5d0-828e635932e3 · outbound

This paper cites Jiang, Y.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Jiang, Y

Reference 21

Resolution
metadata mismatch
arxiv_id, observed 2026-05-21T08:54:05.873282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:a6cc418036f0db73d5c09fb31582058de3ecae2cdfeb956bddaa1cd19b464cc2

Observation 74015e09-8fb2-434d-aa79-aa276d2b2106 · outbound

This paper cites Mimic-cxr, a de-identified publicly available database of chest radiographs with free-text reports.Scientific data.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Mimic-cxr, a de-identified publicly available database of chest radiographs with free-text reports.Scientific data

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.104513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:a5a8f1f997022275d1518e309154a69c262a2954aee8c1f80486c91e1b4e3cf0

Observation 00471287-78d0-420b-ad03-1446b6ebff38 · outbound

This paper cites Cxr-llava: a multimodal large language model for interpreting chest x-ray images.European Radiology.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Cxr-llava: a multimodal large language model for interpreting chest x-ray images.European Radiology

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.128722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:b8de231ac8751dc1c94b040a6491391f67f379d816ee966fe6e4b8816406e0f1

Observation a1a8cd45-8e23-4368-9b0c-4eca8464e1ea · outbound

This paper cites Llava-onevision: Easy visual task transfer.Transactions on Machine Learning Research.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Llava-onevision: Easy visual task transfer.Transactions on Machine Learning Research

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.131425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:e2b1990270f245f2ecd06694deb955aa5423be7142d86bbb320e0aca0c6ae3f2

Observation 1fa02733-d319-4a3f-8cdf-a21ce0009d4a · outbound

This paper cites Llava-med: Training a large language-and-vision assistant for biomedicine in one day.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Llava-med: Training a large language-and-vision assistant for biomedicine in one day

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.133791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:10fac8973eafdfeab271278b9bfeb48b553ff240f74f4bf74422676c00618ac5

Observation dc2c5098-1968-41b8-8c1a-674a51a3fd3c · outbound

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

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-05-21T08:54:05.860257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:542b015388f1c404a96553ec50a48d0235f8c05bbf3c766d71aab3ff18c94f80

Observation 4b5b217c-97e8-4b46-84da-dbd026bfa0d5 · outbound

This paper cites Diffuspec: Unlocking diffusion language models for speculative decoding.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Diffuspec: Unlocking diffusion language models for speculative decoding

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:54:05.836668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:8a99eb53d8dd0604577fc339373968fd83aa429f96f4a26ab38e32bd20118213

Observation 1dd8ee38-bd5b-41b1-a35c-f83635f5b92e · outbound

This paper cites Lavida: A large diffusion language model for multimodal under- standing.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Lavida: A large diffusion language model for multimodal under- standing

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.143325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:f6ea7ca833519c641313b17fa11401d4cb72d587ccfb85a90870032f2f48d0df

Observation 71d62127-65d2-41f4-ad15-8b1949db08de · outbound

This paper cites Cd4lm: Consistency distillation and adaptive decoding for diffusion language models.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Cd4lm: Consistency distillation and adaptive decoding for diffusion language models

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:54:05.899461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:ce2aa4a6b80b19b0218ab8d9524821f214ba3f328793f5f0619c884520222fd1

Observation 022a8ee2-bf5f-4260-ab8e-b76047450afa · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Rouge: A package for automatic evaluation of summaries

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.109422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:943fcbe7b8ba38dde7a020199473dc4058e75e7d04af481eb17f40d8b736d3b1

Observation 6fdfdf7b-3000-4c69-b60a-2ca29596c2e3 · outbound

This paper cites Visual instruction tuning.Advances in neural information processing systems.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Visual instruction tuning.Advances in neural information processing systems

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.121311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:d3cbebec36e6b53d463db69213d04e35fdaea492d813570843302c474d9044e3

Observation 4e1f727b-6bd6-4133-8707-25a01a314ea8 · outbound

This paper cites dLLM-Cache: Accelerating Diffusion Large Language Models with Adaptive Caching.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion dLLM-Cache: Accelerating Diffusion Large Language Models with Adaptive Caching

Reference 32

Resolution
metadata mismatch
arxiv_id, observed 2026-06-03T13:05:37.261622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:dca50d8dc8e7fa84454ca7e8520b8c2a8c5178f199c5608f31924bd4bf588a54

Observation a3bd0fc7-ac9f-4409-b5fb-92b9daf10b0f · outbound

This paper cites Large language diffusion models.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Large language diffusion models

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.119000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:e0597ac1813c4dc71cfd8f5e8db1580ee98c98741bc46b43ba3f33b8339810c7

Observation 35d9cba6-53dc-4f9a-bc1c-4bd1510732cf · outbound

This paper cites Medvlm-r1: Incentivizing medical reasoning capability of vision-language models (vlms) via reinforcement learning.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Medvlm-r1: Incentivizing medical reasoning capability of vision-language models (vlms) via reinforcement learning

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.116753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:43dbab365b90f2ee7f58ce555fe459f928251239b682e28afdafeefe9409fa79

Observation e85d5a3d-60f2-40ee-8d2c-e2d482b8611b · outbound

This paper cites RaDialog: A Large Vision-Language Model for Radiology Report Generation and Conversational Assistance.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion RaDialog: A Large Vision-Language Model for Radiology Report Generation and Conversational Assistance

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:54:05.881529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:15892cf471aa4a0c414a661b9909f66725e171b389a7c8ac9583113e49992e37

Observation 1ee97c66-ba83-4eb0-8680-cec3bd1db727 · outbound

This paper cites d3llm: Ultra-fast diffusion llm using pseudo- trajectory distillation.arXiv preprint arXiv:2601.07568.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion d3llm: Ultra-fast diffusion llm using pseudo- trajectory distillation.arXiv preprint arXiv:2601.07568

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:54:05.828961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:dc6c8a2a44f88855d5d87c2ab3c69946abb040f35faf4e5fe3d40cb8796269d9

Observation da6a462d-ff00-47e4-b225-732f7540f599 · outbound

This paper cites Capabilities of Gemini Models in Medicine.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Capabilities of Gemini Models in Medicine

Reference 37

Resolution
verified exact
local_arxiv, observed 2026-05-21T08:54:05.891461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:d229abbf21263a75ee4239338fedb454ce45ea784a7eb008dae6216f6e0a3ef4

Observation 9fed5fba-e569-46a4-be5f-48334eac6e2d · outbound

This paper cites Simpleandeffectivemaskeddiffusionlanguagemodels.Advances in Neural Information Processing Systems.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Simpleandeffectivemaskeddiffusionlanguagemodels.Advances in Neural Information Processing Systems

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.087763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:73112e0262faf337cef2acbff5a5bb8958b8c9df6bb14f3b8abcc9f36273e65a

Observation 32f56ce5-8988-47a1-8674-a6d629344901 · outbound

This paper cites MedGemma Technical Report.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion MedGemma Technical Report

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-05-21T08:54:05.878342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:58c83fc6839ba921936bcf500b7f2895aeb2312b7f7507e7f7c3211b44468e6c

Observation 24b848b7-47e1-4da6-b13e-a8ab0b581b8c · outbound

This paper cites Simplified and generalized masked diffusion for discrete data.Advances in neural information processing systems.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Simplified and generalized masked diffusion for discrete data.Advances in neural information processing systems

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.114366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:98fc36dcec4e484335c6d81ce237c09acc5c4de4500ee10663fd8617923c28e0

Observation e11a32d9-f5d5-4e1f-be88-aa390f6a7f61 · outbound

This paper cites Combining automatic labelers and expert annotations for accurate radiology report labeling using bert.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Combining automatic labelers and expert annotations for accurate radiology report labeling using bert

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.101577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:e6b6bf5e2297ddb7c3286d4aaed55d3aa62cf3440d138d43d04d0bba6129985b

Observation bc8ef63b-ad98-4d84-8a1e-73e77005a385 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Gemini: A Family of Highly Capable Multimodal Models

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-05-21T08:54:05.893867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:621d6288eda8d591acd266dce2fcb53e09a12376c716a453bc6215e761ab2dac

Observation 9c8a7a00-a240-4875-946d-cc10215e1187 · outbound

This paper cites Xraygpt: Chest radiographs summarization using large medical vision-language models.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Xraygpt: Chest radiographs summarization using large medical vision-language models

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.180777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:10459112da769339b1a3c6df9e73a2f20c744c72877bd0bc4c61378a1c20b97d

Observation 2a338969-7a97-4018-9cae-c0065f4e010a · outbound

This paper cites Towards generalist biomedical ai.Nejm Ai.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Towards generalist biomedical ai.Nejm Ai

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.176782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:bc5ea7ca3ad790494a7767c8a04b548c3538f1dd9e6d65a9af376055343529d8

Observation 56eb717f-12ec-4f80-922c-f1fc8f4263fb · outbound

This paper cites Cider: Consensus-based image description evaluation.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Cider: Consensus-based image description evaluation

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.174496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:6c241d58fe0aea86fd7f4a333fcf79c336ded39dc293e61a8f0ee00d1f2cde85

Observation fe20c59b-11b0-458e-9445-3ba314d1c51f · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 46

Resolution
verified exact
local_arxiv, observed 2026-05-21T08:54:05.839298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:54df8e30004bb82e453d89dd9c90522b02935046a2a00a7256cee1b7d9b82087

Observation db33729d-9d96-4c00-bd34-6c81e7068bc5 · outbound

This paper cites Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:54:05.849326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:4bc0d86b1e25d57090cfccff913043b490d8fb27c013f07da2a349c8ae02dfa0

Observation 4085ac83-aa5d-4fa2-beb3-c0e9df1f2eba · outbound

This paper cites Towards generalist foundation model for radiology by leveraging web-scale 2d&3d medical data.Nature Communications.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Towards generalist foundation model for radiology by leveraging web-scale 2d&3d medical data.Nature Communications

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.099289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:05213203f20aad99fb28c6e04d5fb3cff4ad569c7ed7e11d421775947ff8bf83

Observation ddca1c6f-4625-4153-a43c-1df3c661f0c4 · outbound

This paper cites Fast- dllm v2: Efficient block-diffusion llm.arXiv preprint arXiv:2509.26328.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Fast- dllm v2: Efficient block-diffusion llm.arXiv preprint arXiv:2509.26328

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:54:05.854898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:0ce766bb8de2865f3971a08be8950db44eb51fa39995cb193589291e4d4ded8a

Observation 0656b116-268a-4330-860b-59c409ea441c · outbound

This paper cites Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Reference 50

Resolution
verified exact
local_arxiv, observed 2026-05-21T08:54:05.902416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:9b9d62e6943e6dddebd58b9ac580cd62825e903860ce90315cd2a933346f7fbc

Observation e692fa38-fb0b-4a9c-8b85-a18541e5289c · outbound

This paper cites Energy-based diffusion language models for text generation.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Energy-based diffusion language models for text generation

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.111993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:a59614909c3633c8ab5c96f22daae155b08adead4d903cce78a7893afb68b660

Observation 1567fad3-07c4-45d7-91d4-f36740e36fc7 · outbound

This paper cites Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-05-21T08:54:05.888997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:8ab951767dd6cafa2a11b7cf9e57143bd0c29e931e2dbac08941261299d5603a

Observation c93d6da0-f738-456e-834f-c17741659684 · outbound

This paper cites Qwen3 Technical Report.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Qwen3 Technical Report

Reference 53

Resolution
verified exact
local_arxiv, observed 2026-05-21T08:54:05.862722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:db4e360e051235ce16c07289d13efc29d7b790d0ea4abdbacf1bc971a5ae2999

Observation 24bdafbc-ce2e-43e5-9a20-825667e039ed · outbound

This paper cites Medxchat: A unified multimodal large language model framework towards cxrs understanding and generation.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Medxchat: A unified multimodal large language model framework towards cxrs understanding and generation

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.123773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:ccfb1bbd5ad4d7123ae8b3ea1f01fd922e19ab92dcdec722abf1b4671d2a8753

Observation 6a0df8df-e06f-474d-86e6-9ad845c4ef15 · outbound

This paper cites Dream 7B: Diffusion Large Language Models.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Dream 7B: Diffusion Large Language Models

Reference 55

Resolution
verified exact
local_arxiv, observed 2026-05-21T08:54:05.867995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:dd2e7a86b75d605ab71d1bed0908415ca913234cbbfb7513b694390535faf50a

Observation 6f957b7f-20b5-48bd-989e-a32cda22dd00 · outbound

This paper cites Redi: Rectified discrete flow.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Redi: Rectified discrete flow

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.085610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:f2316ebbf204be6a6df775d2e719c4101277797b6dd411c6fad21df01180108a

Observation 401f5876-6c26-4a02-85cf-c91df8f2ce99 · outbound

This paper cites LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning

Reference 57

Resolution
verified exact
local_arxiv, observed 2026-05-21T08:54:05.875779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:dff29eaf2cf6f6654fff49a3c4b747edb4223eb64bfc9eae8aff7fcf8fd6f22d

Observation 52b5e22a-2904-4f15-b8e7-1095194af755 · outbound

This paper cites Dimple: Discrete Diffusion Multimodal Large Language Model with Parallel Decoding.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Dimple: Discrete Diffusion Multimodal Large Language Model with Parallel Decoding

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:54:05.870691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:a9990649f29c333ff139e4e61c5372f87d82e9182875a66e656376553652c6ce

Observation e421977b-d598-4e9c-aaea-b733fc19cc4d · outbound

This paper cites A generalist vision–language foundation model for diverse biomedical tasks.Nature medicine.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion A generalist vision–language foundation model for diverse biomedical tasks.Nature medicine

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.178752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:33b9e9ec1bf13682b9f0ca4e8483a0b8269c33612c1b74576e5697f57337d646

Observation 458f4a73-bf1e-47fd-82d7-9d9e83d16f2c · outbound

This paper cites T3d: Few-step diffusion language models via trajectory self-distillation with direct discriminative optimization.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion T3d: Few-step diffusion language models via trajectory self-distillation with direct discriminative optimization

Reference 60

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:54:05.844389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:bf45c46df830c6c5315a43788d5f479314ae939c5b3b912885084b510f539433

Observation 230720d8-3453-4d3b-be47-991d56c8b8ed · outbound

This paper cites ReXGradient-160K: A Large-Scale Publicly Available Dataset of Chest Radiographs with Free-text Reports.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion ReXGradient-160K: A Large-Scale Publicly Available Dataset of Chest Radiographs with Free-text Reports

Reference 61

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:54:05.852123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:aef6d87d53fe2ca5688ae7ab9371059d7b490a9d52d43a65fa8226801088bbd9

Observation 02bf8191-429e-42b9-92bb-c6f9ee9230d3 · outbound

This paper cites Variational masked diffusion models.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Variational masked diffusion models

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:54:05.857657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:834bfc7989ed5984f1a1b5604b7bafb90ade39b6d70ed0fe9a16be87a389e8dd

Observation 7eb020f9-7f3e-4377-ada5-495f6c0f09c9 · outbound

This paper cites Review this chest X-ray and write a report. Use this format: Findings: {}, Impression: {}.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Review this chest X-ray and write a report. Use this format: Findings: {}, Impression: {}

Reference 63

Resolution
malformed identifier
raw_fallback, observed 2026-05-21T08:54:06.185192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:bc79fbcab657c1e1f794d5d17005327da09ea2abcf26c2a46004f481db755c70

Observation 695c45ea-39c8-45ed-9907-b2c7306e47c9 · outbound

This paper cites Findings.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Findings

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.106993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:cf99f9bb71faebd8009916ac5d893f9ea36b7e36210ee359b9a00f7592eab405

Observation 27541bc3-e2b5-4175-838b-b9e4f8ca8793 · outbound

This paper cites Findings.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Findings

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.145598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:29a99afd630601cb6eacd239e39aa35398e98ca0f8dd3e949c6878c875017b5b

Observation e6d6a625-c5fd-4268-98b9-2f34e55e128c · outbound

This paper cites - Retain all organ/structure descriptions present in the original report.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion - Retain all organ/structure descriptions present in the original report

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.150384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:4b212e54802aebecb4a554ca5b479b6eec195c35a38db8113efbe61333b637f6

Observation b6cd5975-3c8c-47ef-9bda-ed07b579a125 · outbound

This paper cites findings.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion findings

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.081984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:adea7d878fe3ffbba8ebcd9461a01b1177d0c0a676590279c5c9e77dc041fdea

Observation 7ac5c52a-d26f-440d-a697-2969ffbdb080 · outbound

This paper cites - FINDINGS must contain only descriptive radiological observations.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion - FINDINGS must contain only descriptive radiological observations

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.083919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:6bebe6e524b1dab1f39cb6d365a22f6368f5e64a2866da8606a92b6cf663bd4f

Observation 1decd135-05f1-4dce-9682-c12be607aaa6 · outbound

This paper cites - IMPRESSION should reflect the clinician’s overall diagnostic assessment.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion - IMPRESSION should reflect the clinician’s overall diagnostic assessment

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.162034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:02155b7b776dde8fc6fd21bc8c38865e3e7aa98c22e41c47ed136d662af76103

Observation 688e302a-9ad6-4527-980b-4d77c3635662 · outbound

This paper cites increased bronchovascular markings.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion increased bronchovascular markings

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.152669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:19b8b884e515354403b5ddbb873ee820b216194b06aefd2fa3f03e0581976199

Observation 4e0140c7-2bd5-4a22-b5d5-a214bc116481 · outbound

This paper cites suggestive of.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion suggestive of

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.159778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:eb7f806747c16275b0f1e264603b70d6de0679bbee279e02dc47b177e8ee67b9

Observation 9f82aa6e-21dc-406a-bdb4-e87dbdea5d6c · outbound

This paper cites - Leave the missing section empty if necessary.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion - Leave the missing section empty if necessary

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.155073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:11bfcf194449ccfa310b1ec0e9641be972284cd5ac3defe5cf81f0330d0681d3

Observation 7c13e60e-56a6-4ff9-a354-91018ca22f0d · outbound

This paper cites an unresolved cited work.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-05-21T08:54:06.093305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:76d38c71373f118ce6bc0b18a24d03bb94b0d47af03375004dcff036b9dc48e0

Observation 821d1d9a-cd6d-4d87-b0a3-de59ff1b7884 · outbound

This paper cites an unresolved cited work.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-05-21T08:54:06.095047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:37c3067c711e05b72f30317ce8761a25e57fd70483a6d20d98e3536bd8fb1dae

Observation caf04add-1c46-4547-b405-4aa60c36f39b · outbound

This paper cites - Do NOT include any explanation, notes, or additional commentary.

ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion - Do NOT include any explanation, notes, or additional commentary

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T08:54:06.157566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T08:52:04.531938Z digest=sha256:20f9873c546cbb2b95ca7e6e05bbf142d63a84fac37ced5abbc233cf2eddcefa

Pith citing papers

Observation 940dc085-8188-428b-a00d-79a6bcc38b6d · inbound

AnchorDiff: Topology-Aware Masked Diffusion with Confidence-based Rewriting for Radiology Report Generation cites this paper.

AnchorDiff: Topology-Aware Masked Diffusion with Confidence-based Rewriting for Radiology Report Generation ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-20T15:38:26.735004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T15:34:46.329179Z digest=sha256:88dfa021110d3592892c71ca1f91335c54a7caf9d85a94ed4cf46adca759fd4e

Observation 22ffe54a-7c62-4441-8dc2-371d115486f2 · inbound

Discrete Diffusion Language Models for Interactive Radiology Report Drafting cites this paper.

Discrete Diffusion Language Models for Interactive Radiology Report Drafting ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-07-03T20:28:55.233292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-07-03T20:20:37.712479Z digest=sha256:9b895d48c3ea77e23598f8c2de043f86cb476bbdee5d422f5e958161c28dbf7a

Observation b632319b-744f-4862-815e-fb7e3d28dfd1 · inbound

Temporal and Cross-Modal Alignment for Enhanced Audiovisual Video Captioning cites this paper.

Temporal and Cross-Modal Alignment for Enhanced Audiovisual Video Captioning ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion

Reference 5

Resolution
metadata mismatch
local_arxiv, observed 2026-07-03T16:38:39.609073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-07-03T16:37:06.384435Z digest=sha256:4131a191aede4c31ec23dfb03a1bba817c42147905db4e176feb5fa85b9bb2c6