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Paper Citation Record · LEDGER

Camyla: Scaling Autonomous Research in Medical Image Segmentation

As of 6 August 2026, this Paper Citation Record lists 97 of 97 outbound references and 4 inbound Pith citation observations for arXiv:2604.10696.

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

pith.paper-citation-record.v1
2604.10696 v1

Coverage vector

measured 97 of 97 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T16:00:25.150960Z

measured 101 of 101 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-03T20:33:30.815266Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

97 of 97 outbound references displayed

  • verified exact38
  • verified fuzzy46
  • unresolved4
  • parse uncertain0
  • malformed identifier5
  • metadata mismatch4

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation e45decc5-0119-4e0e-93dc-473d691c2b20 · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

Camyla: Scaling Autonomous Research in Medical Image Segmentation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-11T09:31:01.536770Z

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=2026-05-10T16:00:25.150960Z digest=sha256:3e61199232980e9be07d6a043fa3d79205b2301151f8c0842e7627ce030928ca

Observation 06330b8f-d830-479f-b4b0-2f4752851aec · outbound

This paper cites The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search.

Camyla: Scaling Autonomous Research in Medical Image Segmentation The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-05-11T09:31:01.559626Z

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=2026-05-10T16:00:25.150960Z digest=sha256:e76eee167bd7879d87e528163a9c1e1d4102f6fa9d468d5e928b69463f0104dd

Observation 99d0c67c-677b-46e3-b5b0-c539cd27d150 · outbound

This paper cites Agent laboratory: Using LLM agents as research assistants.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Agent laboratory: Using LLM agents as research assistants

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.838623Z

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=2026-05-10T16:00:25.150960Z digest=sha256:2003c53f93ddb03d3c1b674e0053adb0540c9d4f17122a2ae4c789dc4c7ef2d8

Observation e4447524-b7b1-4a35-88c5-4204c8450efb · outbound

This paper cites DiNTS: Differentiable neural network topology search for 3D medical image segmentation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation DiNTS: Differentiable neural network topology search for 3D medical image segmentation

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.825665Z

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=2026-05-10T16:00:25.150960Z digest=sha256:26229272e99d89b02877b5282a42dc2ff3d232a6281f4c08ea2a94326a361cd3

Observation 3cd7fc2f-a5e4-4d74-bc17-b8d16023c69a · outbound

This paper cites Roth, Yutong Bai, Yixiao Zhang, Alan L.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Roth, Yutong Bai, Yixiao Zhang, Alan L

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.822275Z

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=2026-05-10T16:00:25.150960Z digest=sha256:05e949b370535f5aa9cac073a25080d1f89e1c5d0cef01298f41bb904d32fabd

Observation 1ca0b5f4-9b3b-4e14-8aaf-7e080780a3a3 · outbound

This paper cites Auto-nnU-Net: Towards automated medical image segmentation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Auto-nnU-Net: Towards automated medical image segmentation

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.832953Z

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=2026-05-10T16:00:25.150960Z digest=sha256:f25b5964ad0bd5a971a8f84b54d3310348de6ac726be98ba1cbd42fca55c719e

Observation 86407e12-2a68-440d-a63f-9e361faba113 · outbound

This paper cites Springer.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Springer

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.835645Z

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=2026-05-10T16:00:25.150960Z digest=sha256:b13efc173811bb259503792fa07a3ce51ea15e2bed27f65f64f8b38aaa287f6e

Observation 3720ed1a-5771-4850-8632-3d62d4da0b6a · outbound

This paper cites autoresearch.https://github.com/karpathy/autoresearch.

Camyla: Scaling Autonomous Research in Medical Image Segmentation autoresearch.https://github.com/karpathy/autoresearch

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.829972Z

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=2026-05-10T16:00:25.150960Z digest=sha256:c7be826cbc23922157c56e5cb12fb43e9351dd004dbeded3503ffb8e5577c3a0

Observation a000fd97-844a-48ca-850f-3fff4d254c83 · outbound

This paper cites Jaeger, Simon A.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Jaeger, Simon A

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.721801Z

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=2026-05-10T16:00:25.150960Z digest=sha256:14364a6a8910006f371969b4b772a6620055c7dd8066fbb28730d1985851ab7f

Observation a3fe4bd0-c5ae-46a1-9f33-cbffa4d8aaa5 · outbound

This paper cites V-Net: Fully convolutional neural networks for volumetric medical image segmentation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation V-Net: Fully convolutional neural networks for volumetric medical image segmentation

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.753501Z

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=2026-05-10T16:00:25.150960Z digest=sha256:75195d6ee07d7d089fd5b5beac0c9dbeaa239b8c76094c702bebb82f8d6e8e81

Observation 8b97c4e2-2aa7-4c1f-9bc8-4c5585cc97cf · outbound

This paper cites Metrics for evaluating 3D medical image segmentation: Analysis, selection, and tool.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Metrics for evaluating 3D medical image segmentation: Analysis, selection, and tool

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.776210Z

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=2026-05-10T16:00:25.150960Z digest=sha256:f0d8a3579890389422d7547adcabf504e983536446628bb03255cd1990369527

Observation b0e291c0-0dd6-49b1-bc14-269050ac6307 · outbound

This paper cites Landman, Geert Litjens, Bjoern Menze, Olaf Ronneberger, Ronald M.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Landman, Geert Litjens, Bjoern Menze, Olaf Ronneberger, Ronald M

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.815739Z

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=2026-05-10T16:00:25.150960Z digest=sha256:b03272d3b827402e593b5bd0c57ca7be87e8f5d3e53de33fe0565a185cec1026

Observation 780584a0-849a-4a74-bbbd-59bc102e7d45 · outbound

This paper cites A comprehensive dataset of germinoma on MRI/CT with clinical and radiomic data.

Camyla: Scaling Autonomous Research in Medical Image Segmentation A comprehensive dataset of germinoma on MRI/CT with clinical and radiomic data

Reference 13

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.482928Z

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=2026-05-10T16:00:25.150960Z digest=sha256:0b643696cbae1cf5b3e5d7a67fdbf57d3b56d4319bdfa4ecdc7cf6cfcb6f9d2d

Observation 0a16c781-a964-4ac2-9287-c37399cf4b5e · outbound

This paper cites A comprehensive dataset of magnetic resonance enterography images with intestinal segment annotations.

Camyla: Scaling Autonomous Research in Medical Image Segmentation A comprehensive dataset of magnetic resonance enterography images with intestinal segment annotations

Reference 14

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.477997Z

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=2026-05-10T16:00:25.150960Z digest=sha256:e426d40403ebeff93a730b8b96af0dde6e81aed1d810739a4f8ecbdfb8be6f8d

Observation a310e405-93e8-48d1-9d6a-993c70d6a57d · outbound

This paper cites A dataset of primary nasopharyngeal carcinoma MRI with multi-modalities segmentation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation A dataset of primary nasopharyngeal carcinoma MRI with multi-modalities segmentation

Reference 15

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.481294Z

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=2026-05-10T16:00:25.150960Z digest=sha256:d4491425f6cad9c82d9b5944d80497a91c3b04944b825709a787f4bb23e60078

Observation 6712edce-092f-4965-b551-d348639dc2e2 · outbound

This paper cites A dataset of synthetic, maturation-informed magnetic resonance images of the human fetal brain.

Camyla: Scaling Autonomous Research in Medical Image Segmentation A dataset of synthetic, maturation-informed magnetic resonance images of the human fetal brain

Reference 16

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.470712Z

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=2026-05-10T16:00:25.150960Z digest=sha256:7e08613ac7acf367ee138dc792793588cf3f77b11739a7dbd7d8a2b2232b914a

Observation 434ffab8-dacf-49ee-abcb-697e7856a9e4 · outbound

This paper cites A longitudinal MRI dataset of brain metastases with tumor segmentations, clinical and radiomic data.

Camyla: Scaling Autonomous Research in Medical Image Segmentation A longitudinal MRI dataset of brain metastases with tumor segmentations, clinical and radiomic data

Reference 17

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.475942Z

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=2026-05-10T16:00:25.150960Z digest=sha256:30745d3738940c7a586f43cbc2b5e7ebe1fd62575d7bfa383c89fdc17227a4f3

Observation 32486c36-a0d4-4399-9691-f5f93a5e6a08 · outbound

This paper cites Ribeiro et al.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Ribeiro et al

Reference 18

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.479628Z

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=2026-05-10T16:00:25.150960Z digest=sha256:ee8f7d97c61143bed0b6f2a3108befa8737e9f9bee78f8922c41473cc8c56deb

Observation 7419eac8-134e-47b8-9ef8-e42ab8d7af03 · outbound

This paper cites BOston Neonatal Brain Injury Data for Hypoxic Ischemic Encephalopathy (BONBID-HIE): I.

Camyla: Scaling Autonomous Research in Medical Image Segmentation BOston Neonatal Brain Injury Data for Hypoxic Ischemic Encephalopathy (BONBID-HIE): I

Reference 19

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.467331Z

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=2026-05-10T16:00:25.150960Z digest=sha256:a0f3f77bb66500cca6c31c8b2ee34b249285d5bf66b73b64e99f60c3e2c9c100

Observation f0c962b3-e4c2-48ab-ac42-572932b9dfb2 · outbound

This paper cites A radiograph dataset for the classification, localization, and segmentation of primary bone tumors.

Camyla: Scaling Autonomous Research in Medical Image Segmentation A radiograph dataset for the classification, localization, and segmentation of primary bone tumors

Reference 20

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.474210Z

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=2026-05-10T16:00:25.150960Z digest=sha256:ac6cb36600d01e8c3d9623924283acde18ca1314b532b7ad36e6dcc0171170e5

Observation 10afc07d-079a-4935-b1bd-84ad17500d39 · outbound

This paper cites BUS-UCLM: Breast ultrasound lesion segmentation dataset.

Camyla: Scaling Autonomous Research in Medical Image Segmentation BUS-UCLM: Breast ultrasound lesion segmentation dataset

Reference 21

Resolution
malformed identifier
raw_fallback, observed 2026-05-17T17:30:00.762726Z

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=2026-05-10T16:00:25.150960Z digest=sha256:3c4afe4c7795107a5da1bcc304c68b129ecc0673b887242b30a5e9ac403d1857

Observation e229965c-f302-4097-9c1b-bc18a8877fe1 · outbound

This paper cites Large scale MRI collection and segmentation of cirrhotic liver.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Large scale MRI collection and segmentation of cirrhotic liver

Reference 22

Resolution
malformed identifier
raw_fallback, observed 2026-05-17T17:30:00.675070Z

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=2026-05-10T16:00:25.150960Z digest=sha256:1cc402721051a9ed6f36b5962dd3754e0c263c9494923345adb105c34893ab56

Observation 083d4bb7-5b14-4583-8d30-c0e217579d94 · outbound

This paper cites Umerenkov et al.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Umerenkov et al

Reference 23

Resolution
malformed identifier
raw_fallback, observed 2026-05-17T17:30:00.803573Z

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=2026-05-10T16:00:25.150960Z digest=sha256:dbc3d9007d5e5aa1f9a3c788f8a7163ef30a984d8f59bb8a53cf8e3095f77b26

Observation 6b543fce-9513-459a-b046-e820153e66f3 · outbound

This paper cites DenPAR: Annotated intra-oral periapical radiographs dataset for machine learning.

Camyla: Scaling Autonomous Research in Medical Image Segmentation DenPAR: Annotated intra-oral periapical radiographs dataset for machine learning

Reference 24

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.472519Z

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=2026-05-10T16:00:25.150960Z digest=sha256:7628a98104e001f04be1c96c3ee002d32c977b95026dba184b8effb7a150781b

Observation 67e249b4-54ee-40b3-b471-ee71a6608e09 · outbound

This paper cites DERMA-OCTA: A comprehensive dataset and preprocessing pipeline for dermatological OCTA vessel segmentation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation DERMA-OCTA: A comprehensive dataset and preprocessing pipeline for dermatological OCTA vessel segmentation

Reference 25

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.465511Z

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=2026-05-10T16:00:25.150960Z digest=sha256:b611a177e0858e5a3b8a257d7e2416244849caab2859fec62125f3c5cdc7f6a2

Observation 1c08d318-d95e-452e-996b-7a3e63bbfb84 · outbound

This paper cites Endoscapes, a critical view of safety and surgical scene segmentation dataset for laparoscopic cholecystectomy.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Endoscapes, a critical view of safety and surgical scene segmentation dataset for laparoscopic cholecystectomy

Reference 26

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.469006Z

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=2026-05-10T16:00:25.150960Z digest=sha256:eeec9b88653f82f4df4c93332965f06e169ac316db65f17ab67a6339b52d5144

Observation 25e71b45-0c9f-4937-8db9-a9f0f9f63b6b · outbound

This paper cites Ravasio et al.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Ravasio et al

Reference 27

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.498292Z

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=2026-05-10T16:00:25.150960Z digest=sha256:7bc15d1737cf882c3621cb45549d4ce2132a3c98f5b2ac92a0066657d54fc060

Observation bbb06200-aeb9-47f4-8ac8-06a554843a77 · outbound

This paper cites A fundus image dataset for AI-based artery-vein vessel segmentation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation A fundus image dataset for AI-based artery-vein vessel segmentation

Reference 28

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.493444Z

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=2026-05-10T16:00:25.150960Z digest=sha256:bcbb568a115a5ad3fa9ef343d3c1a7f229cbb392c61076942bd62ec6e68c5cfc

Observation d621a6b8-ff3e-4824-bb66-1b8b8b2729fa · outbound

This paper cites Dorosti et al.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Dorosti et al

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.756407Z

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=2026-05-10T16:00:25.150960Z digest=sha256:b2c375f82decbe83a2abf4f392deb11541af929c10998bf8e2123a87d246c4e4

Observation 59c0ed4d-e9ef-49f6-8c78-7db877283eab · outbound

This paper cites an unresolved cited work.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Unresolved cited work

Reference 30

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.501700Z

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=2026-05-10T16:00:25.150960Z digest=sha256:e2b98eede3dc723164e57a5cb55417586d33770cad82f434d4021c56c4aac49f

Observation 87617e71-4b2d-444c-aace-0a507d7bc8a5 · outbound

This paper cites Gou et al.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Gou et al

Reference 31

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.488244Z

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=2026-05-10T16:00:25.150960Z digest=sha256:87230c0f8536aa871affcfb64b898325cb6a19ce47812fdecf5439bde6a689a9

Observation a98a71a6-c448-4362-b209-0fb01752688e · outbound

This paper cites an unresolved cited work.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Unresolved cited work

Reference 32

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.512136Z

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=2026-05-10T16:00:25.150960Z digest=sha256:52377bc39e62a62ef59b3622ebd2a6c311b9a3067f348b74665b07bca901e0a2

Observation 84bf1db1-cec5-4a50-8614-caa0b1e7b3c2 · outbound

This paper cites MSLesSeg: baseline and benchmarking of a new Multiple Sclerosis Lesion Segmentation dataset.Scientific Data, 12(1):920, May 2025.

Camyla: Scaling Autonomous Research in Medical Image Segmentation MSLesSeg: baseline and benchmarking of a new Multiple Sclerosis Lesion Segmentation dataset.Scientific Data, 12(1):920, May 2025

Reference 33

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.507035Z

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=2026-05-10T16:00:25.150960Z digest=sha256:8cb9744d7cd8775234e2f00b356d8cd4cd8ba29d578624cc701023450abb6a24

Observation db54f270-0794-4701-8a7d-6c9cca5a677f · outbound

This paper cites Mahmoud et al.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Mahmoud et al

Reference 34

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.486409Z

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=2026-05-10T16:00:25.150960Z digest=sha256:03b7a33939fd5056fd5166a9b41e763946b673f6088f802e3fa99d19ec64e7bc

Observation 4d6f64e8-db6d-4295-aecf-5dea2a11ac3d · outbound

This paper cites Chen et al.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Chen et al

Reference 35

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.496781Z

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=2026-05-10T16:00:25.150960Z digest=sha256:78c4335b870c626318355de09655569dc0f7561bb1cc946973f69ec54b8206a4

Observation b5e81137-9134-45b0-bd5e-5b2318eebfc5 · outbound

This paper cites Arikan et al.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Arikan et al

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.779179Z

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=2026-05-10T16:00:25.150960Z digest=sha256:64d1c1d4a4674e5597b9fd848092ae26bd7e0cdbcffbff8355b0dd19eb3ea381

Observation e76fd6a9-f1ba-4cbe-a686-f28c14f23ddb · outbound

This paper cites an unresolved cited work.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Unresolved cited work

Reference 37

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.500063Z

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=2026-05-10T16:00:25.150960Z digest=sha256:a4c21efcab81f078f597ce67cf47b81cfad99cb1940c976bf2a5c01ce67eb6e8

Observation 05d3f792-ae2f-4b6c-a5a1-8a98b92dd2b7 · outbound

This paper cites Popa et al.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Popa et al

Reference 38

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.489977Z

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=2026-05-10T16:00:25.150960Z digest=sha256:00390d1ceeeb31e39fef56b74ec62bb7e8de811c372a8b2d546e3b146b2e792a

Observation b0b367fa-e63e-4f63-9b6e-1a9a5339f242 · outbound

This paper cites Comprehensive multi-phase 3D contrast-enhanced CT imaging for primary liver cancer.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Comprehensive multi-phase 3D contrast-enhanced CT imaging for primary liver cancer

Reference 39

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.491705Z

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=2026-05-10T16:00:25.150960Z digest=sha256:10c4f4d309fcc747f79cef15d4b8ae2cfc5712c8591e37ac5ecb30ea95af8b3e

Observation a625ce93-367b-42b9-b80f-fa93fc640b30 · outbound

This paper cites PW-BALFC, a clinical dataset for detection and instance segmentation of bronchoalveolar lavage fluid cell.

Camyla: Scaling Autonomous Research in Medical Image Segmentation PW-BALFC, a clinical dataset for detection and instance segmentation of bronchoalveolar lavage fluid cell

Reference 40

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.508794Z

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=2026-05-10T16:00:25.150960Z digest=sha256:3756f5e747a434a0e13608eb7699ccdfac75323c4561f62d1174fb8a5dba0471

Observation 6a9abb6d-cfd8-4649-8e2e-d1bfed84e17e · outbound

This paper cites Spine endoscopic atlas: an open-source dataset for surgical instrument segmentation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Spine endoscopic atlas: an open-source dataset for surgical instrument segmentation

Reference 41

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.503605Z

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=2026-05-10T16:00:25.150960Z digest=sha256:7264debd2fb951f58a6069410fe57c595a0ea5c91442bf804b3d54cf2ef7b8cd

Observation cce5cd83-23f6-4df1-bd78-1420ca597cee · outbound

This paper cites A multi-modal dental dataset for semi-supervised deep learning image segmentation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation A multi-modal dental dataset for semi-supervised deep learning image segmentation

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.759784Z

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=2026-05-10T16:00:25.150960Z digest=sha256:d9d854b77b123e5ad903082546f3f3b2b649ed8b3b93dc4c77db40be56c625cf

Observation 2b8531c7-41fd-4a7b-b57e-ba27a4a99907 · outbound

This paper cites A multi - modal dental dataset for semi -supervised deep learning image segmentation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation A multi - modal dental dataset for semi -supervised deep learning image segmentation

Reference 43

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.484837Z

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=2026-05-10T16:00:25.150960Z digest=sha256:741c80729b51dbcbe402e22ec4a88a9dbfbcde6c52eeb691604b9b5af36cded1

Observation a21d78f9-f1dc-4936-a262-a15c14eadac1 · outbound

This paper cites TOM500: A multi-organ annotated orbital MRI dataset for thyroid eye disease.

Camyla: Scaling Autonomous Research in Medical Image Segmentation TOM500: A multi-organ annotated orbital MRI dataset for thyroid eye disease

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.658689Z

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=2026-05-10T16:00:25.150960Z digest=sha256:47d2b51cfab36b4d4f3c65baf439f405127373a6cc5a317cc8b5dfb28f307a40

Observation ba20a0b8-4c8f-4661-a454-a81d30de6fcb · outbound

This paper cites an unresolved cited work.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Unresolved cited work

Reference 45

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.505298Z

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=2026-05-10T16:00:25.150960Z digest=sha256:a30ad2fcfb0f5f48fbe78b24a835171134be3972db7fd51e6c61f578696d0f52

Observation d590a1b3-bd5e-4563-8ddf-dd926de27d87 · outbound

This paper cites TRUSTED: The paired 3D transabdominal ultrasound and CT human data for kidney segmentation and registration research.

Camyla: Scaling Autonomous Research in Medical Image Segmentation TRUSTED: The paired 3D transabdominal ultrasound and CT human data for kidney segmentation and registration research

Reference 46

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.495273Z

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=2026-05-10T16:00:25.150960Z digest=sha256:fd7438e0708ae0d3fcc133a9b0a79a114cada22a0d1d0a124e9d87cfcee9364e

Observation be125e7c-28ea-4db2-9fcf-bc12ea6bfb70 · outbound

This paper cites A multi-modal pelvic MRI dataset for deep learning-based pelvic organ segmentation in endometriosis.

Camyla: Scaling Autonomous Research in Medical Image Segmentation A multi-modal pelvic MRI dataset for deep learning-based pelvic organ segmentation in endometriosis

Reference 47

Resolution
verified exact
doi, observed 2026-05-10T16:00:33.510507Z

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=2026-05-10T16:00:25.150960Z digest=sha256:0dd513a9cccafa82b103f264ee8b95e95be9125e9ea1cd4e44f9a639e79790cf

Observation 93943a18-0fa3-424f-886e-fc90b5c6deb1 · outbound

This paper cites U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-16T12:36:50.057331Z

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=2026-05-10T16:00:25.150960Z digest=sha256:9918c830a217a583eb091aa92eaf170ca2c5ec21854d96fcbbaacc3e0a1015e9

Observation 4c27ca3a-b1c3-4c48-a100-4619290fc851 · outbound

This paper cites OpenAlex: A fully-open index of scholarly works, authors, venues, institutions, and concepts.

Camyla: Scaling Autonomous Research in Medical Image Segmentation OpenAlex: A fully-open index of scholarly works, authors, venues, institutions, and concepts

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-05-16T06:41:00.083715Z

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=2026-05-10T16:00:25.150960Z digest=sha256:78468c3425326f0b4598694c1ebc71940c4d4cb3efda69d21e2f3f30e6f5a628

Observation 175205ee-5a07-4689-907d-9d8da2aad338 · outbound

This paper cites Finite-time analysis of the multiarmed bandit problem.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Finite-time analysis of the multiarmed bandit problem

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.809887Z

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=2026-05-10T16:00:25.150960Z digest=sha256:f3c1a4507a22e2981502e04422803ab6b2ffe549d54ba23a55eea497da015087

Observation 0e7803ea-719c-49d4-a503-573b2793927b · outbound

This paper cites an unresolved cited work.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:25:01.218589Z

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=2026-05-10T16:00:25.150960Z digest=sha256:f57b06aeb95478adb33f47e9a726184817997f53393a4bcc4889909899ad4a67

Observation b8e29f00-906e-4733-acac-336407cd0ff9 · outbound

This paper cites Mastering the game of Go without human knowledge.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Mastering the game of Go without human knowledge

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.714997Z

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=2026-05-10T16:00:25.150960Z digest=sha256:b27bbaea037ea122c3cb59333bcc51e8db629ffaf41580bf48c7b5aafdc2c182

Observation 2172693f-095e-4a5c-b07a-9df58e8acb11 · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learning.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Reflexion: Language agents with verbal reinforcement learning

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.818808Z

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=2026-05-10T16:00:25.150960Z digest=sha256:1c42ee0a7f42b371daddc75da51f43fa5ba1c5ef2934de7d095c24f7269da6da

Observation dc1b7e81-6e5d-44a7-b3f5-2278d8a01d3c · outbound

This paper cites DeepSeek-V3 Technical Report.

Camyla: Scaling Autonomous Research in Medical Image Segmentation DeepSeek-V3 Technical Report

Reference 54

Resolution
verified exact
local_arxiv, observed 2026-05-11T09:31:01.583600Z

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=2026-05-10T16:00:25.150960Z digest=sha256:d9983e46ff91be8003c0139c7a61c9689cfa1e03eb6dec86981031cf819567d3

Observation 9108ade3-dec5-495d-9117-9e01cbaf5c9a · outbound

This paper cites Automated 3D segmentation of kidneys and tumors in MICCAI KiTS 2023 challenge.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Automated 3D segmentation of kidneys and tumors in MICCAI KiTS 2023 challenge

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.743744Z

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=2026-05-10T16:00:25.150960Z digest=sha256:d9d4d4d8b8b82933eaa44afabc9b14aef70d2686c0d40dcd07f96ba5e3e20006

Observation 995e2ae3-f86a-456e-96be-fe8c671616b0 · outbound

This paper cites MONAI: An open-source framework for deep learning in healthcare.

Camyla: Scaling Autonomous Research in Medical Image Segmentation MONAI: An open-source framework for deep learning in healthcare

Reference 56

Resolution
metadata mismatch
arxiv_id, observed 2026-05-13T22:54:28.721435Z

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=2026-05-10T16:00:25.150960Z digest=sha256:963fe6eb8961282df54e3407d704242ca44c36200b789c98941c36cbe5e7221f

Observation 103ab734-c873-454c-acfa-289b6478703b · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Evaluating Large Language Models Trained on Code

Reference 57

Resolution
verified exact
local_arxiv, observed 2026-05-11T09:31:01.661420Z

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=2026-05-10T16:00:25.150960Z digest=sha256:0cb0cbb4e522efdd75119cd08a9e5e8d90378b8bec20df8d7cdc6c72841f160e

Observation a16259fe-fc3b-4f5c-b485-ad1619b4ccdd · outbound

This paper cites Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik Narasimhan.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik Narasimhan

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.711486Z

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=2026-05-10T16:00:25.150960Z digest=sha256:e783c9da5ed9e626f332e5ad892569460ab3aa8a86a1742678d5a577d134e346

Observation 95f85dbe-c4b0-4991-9897-c81feb40c165 · outbound

This paper cites Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik Narasimhan, and Ofir Press.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik Narasimhan, and Ofir Press

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.796583Z

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=2026-05-10T16:00:25.150960Z digest=sha256:1dd46a64b516d90b8c47081b2696c743bc8c9409b7bc289814d8f670ba2cc043

Observation 8beb43bf-f0fb-4908-ae5b-c05aed7135a9 · outbound

This paper cites Xu, Xiangru Tang, Mingchen Zhuge, Jiayi Pan, Yueqi Song, Bowen Li, Jaskirat Singh, et al.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Xu, Xiangru Tang, Mingchen Zhuge, Jiayi Pan, Yueqi Song, Bowen Li, Jaskirat Singh, et al

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.670623Z

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=2026-05-10T16:00:25.150960Z digest=sha256:ca55d7e9115ce1617c052f7140e6a433304757ef5639786da88499f295c6a632

Observation 3ff570ba-b3cb-4d43-a0c7-5c240269f561 · outbound

This paper cites Mlr-copilot: Autonomous machine learning research based on large language models agents.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Mlr-copilot: Autonomous machine learning research based on large language models agents

Reference 61

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:31:01.594548Z

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=2026-05-10T16:00:25.150960Z digest=sha256:f9ec7112f9643072500aac66ffd392dbc24c8f80a5ddc1ec2b6b3b27ac9f4110

Observation 44336f17-338f-4505-bff7-cb7fa7cf93c3 · outbound

This paper cites Weld, and Peter Clark.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Weld, and Peter Clark

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.736370Z

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=2026-05-10T16:00:25.150960Z digest=sha256:25ee9cd185aaa0be923689274a3bf8ae521450bac9d8efe79d433baf83799b32

Observation 4870f3ac-1d50-4457-8c39-20e4d93b3c95 · outbound

This paper cites DeepScientist: Advancing frontier- pushing scientific findings progressively.

Camyla: Scaling Autonomous Research in Medical Image Segmentation DeepScientist: Advancing frontier- pushing scientific findings progressively

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.696145Z

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=2026-05-10T16:00:25.150960Z digest=sha256:5f328992b05ee0a8d08cf935c7b58ddc204e5dbc2e7c7c7323615dcfc0ec1dcf

Observation 1d474eb2-f3a0-494d-b1f4-bb67ad0ee6b1 · outbound

This paper cites ResearchAgent: Iterative research idea generation over scientific literature with large language models.

Camyla: Scaling Autonomous Research in Medical Image Segmentation ResearchAgent: Iterative research idea generation over scientific literature with large language models

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.800058Z

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=2026-05-10T16:00:25.150960Z digest=sha256:b5dc9ca3cc158a1065649264a8c6691594cf3c1a9cf0401044f100a51f73ae07

Observation b191cfd7-cc27-4a45-b861-ae7ac4893d6e · outbound

This paper cites Many heads are better than one: Improved scientific idea generation by a LLM-based multi-agent system.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Many heads are better than one: Improved scientific idea generation by a LLM-based multi-agent system

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.772290Z

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=2026-05-10T16:00:25.150960Z digest=sha256:b4e7265e1882ccbf349f739931f8c989ccad48137279487a77afb1d7b1552786

Observation fecc03b0-cce5-4830-8db9-b1fc2b6ff7ea · outbound

This paper cites EvoScientist: Towards multi-agent evolving AI scientists for end-to-end scientific discovery.

Camyla: Scaling Autonomous Research in Medical Image Segmentation EvoScientist: Towards multi-agent evolving AI scientists for end-to-end scientific discovery

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.740135Z

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=2026-05-10T16:00:25.150960Z digest=sha256:9ea34eb5bcfa1fcc5e6825506175c49d3afc33996f62ce2e5019733cd367b0f8

Observation 05ed8efe-d370-47e8-b4bd-abbab3c88fc8 · outbound

This paper cites IdeaBench: Benchmarking large language models for research idea generation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation IdeaBench: Benchmarking large language models for research idea generation

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.684062Z

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=2026-05-10T16:00:25.150960Z digest=sha256:922b59c6a58fe2ded9eae6447c8e5931c932b5b7c2f86ed3c7ac5f942cb467c1

Observation 60f1504e-e444-44cb-b037-6524ad996a4e · outbound

This paper cites Pawan Kumar, Emilien Dupont, Francisco J.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Pawan Kumar, Emilien Dupont, Francisco J

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:25:01.212225Z

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=2026-05-10T16:00:25.150960Z digest=sha256:7cba1d67e3594f0351f130ca8af4533dc497a78760bae4762f00c1d6e9483488

Observation 4f1b79ef-fe12-4798-a07b-ded804dea253 · outbound

This paper cites arXiv preprint arXiv:2505.13259 , year =.

Camyla: Scaling Autonomous Research in Medical Image Segmentation arXiv preprint arXiv:2505.13259 , year =

Reference 69

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T09:31:01.616004Z

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=2026-05-10T16:00:25.150960Z digest=sha256:ce1f0a61606e42783c3d853a1e8df0da294d37871c79a0ec6848337f01b994aa

Observation da0a21d4-dc19-4213-87a1-21b3482c2537 · outbound

This paper cites Towards a medical AI scientist.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Towards a medical AI scientist

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:25:01.215576Z

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=2026-05-10T16:00:25.150960Z digest=sha256:eae4971254a2c23befd2efe40bf8e04007279afe60e40658161ab94742c6e52f

Observation a6f2cfa1-6454-459f-ba6e-9c522ab93451 · outbound

This paper cites OpenLens AI: Fully autonomous research agent for health informatics.

Camyla: Scaling Autonomous Research in Medical Image Segmentation OpenLens AI: Fully autonomous research agent for health informatics

Reference 71

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:31:01.635287Z

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=2026-05-10T16:00:25.150960Z digest=sha256:cb80f134df82b7d4378cba0dcab6964477b6d251668b2d935f4f7a3f8d1a0b96

Observation c42147ee-a3ef-4b1b-a854-5dca4c4aeb09 · outbound

This paper cites Alawi, Mike Durymanov, Filip Galkin, et al.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Alawi, Mike Durymanov, Filip Galkin, et al

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.746886Z

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=2026-05-10T16:00:25.150960Z digest=sha256:5007c1f6c880fcc65d16b3298c392fc5db7d59946556a22854b1da7ce559259c

Observation b6c7e1ad-2884-430b-ad34-4e4feefc1b7a · outbound

This paper cites SpatialAgent: An autonomous AI agent for spatial biology.

Camyla: Scaling Autonomous Research in Medical Image Segmentation SpatialAgent: An autonomous AI agent for spatial biology

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.812807Z

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=2026-05-10T16:00:25.150960Z digest=sha256:220744d6cbe5c137256bc467f7f45fdbdb602818ef9b9fad75781c310ca114e5

Observation d48e0bf3-72d1-456e-bebb-555e9cd06298 · outbound

This paper cites PharmAgents: Building a Virtual Pharma with Large Language Model Agents.

Camyla: Scaling Autonomous Research in Medical Image Segmentation PharmAgents: Building a Virtual Pharma with Large Language Model Agents

Reference 74

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:31:01.605190Z

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=2026-05-10T16:00:25.150960Z digest=sha256:1a80151465c7cf7eb50c55c6d72b5543c78fddd117b2a0940b4ba94f6556bf3a

Observation 14f0e382-12f2-42e1-97a5-b1004c746578 · outbound

This paper cites Claudini: Autoresearch discovers state-of-the-art adversarial attack algorithms for LLMs.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Claudini: Autoresearch discovers state-of-the-art adversarial attack algorithms for LLMs

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.790501Z

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=2026-05-10T16:00:25.150960Z digest=sha256:6d93eb94b03aa7a2f9ad268ac7cb16cb3f4c27979fcb2186808b347d7fb5ac7f

Observation 61d99f64-e73d-4d21-9fd8-1890d2b78359 · outbound

This paper cites Omni-simplemem: Autoresearch-guided discovery of lifelong multimodal agent memory.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Omni-simplemem: Autoresearch-guided discovery of lifelong multimodal agent memory

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.750032Z

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=2026-05-10T16:00:25.150960Z digest=sha256:9e49809b7232c88464121ab985743d7c8ac4c250f20f3346776b0f59e2eaec90

Observation 56b74def-8635-426e-90da-ea15229610cc · outbound

This paper cites Bilevel autoresearch: Meta-autoresearching itself.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Bilevel autoresearch: Meta-autoresearching itself

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.679719Z

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=2026-05-10T16:00:25.150960Z digest=sha256:049566ed7d4bdc18a1d1c769e6fd48c40cb3b22d4323e54963e37eb31774eb32

Observation 37f68161-7048-421b-a83d-99ed8e82f2ea · outbound

This paper cites Maier-Hein, and Paul F.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Maier-Hein, and Paul F

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.766002Z

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=2026-05-10T16:00:25.150960Z digest=sha256:1516f0e42f1aea3a4058e2dfc823ee23a2dfaca8e8792f5436b902322f9ffe8c

Observation 6556f42e-a453-4c50-a2de-ebd2c55f6559 · outbound

This paper cites NAS-Unet: Neural architecture search for medical image segmentation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation NAS-Unet: Neural architecture search for medical image segmentation

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.806665Z

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=2026-05-10T16:00:25.150960Z digest=sha256:8a04b4fa066da1e97771a62eae34ed70a9e2a7ee83a2c27072fab4b4ce47e358

Observation 2351ca3f-857e-46d2-9a76-1c270e36e7d5 · outbound

This paper cites V-NAS: Neural architecture search for volumetric medical image segmentation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation V-NAS: Neural architecture search for volumetric medical image segmentation

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.688108Z

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=2026-05-10T16:00:25.150960Z digest=sha256:80cd99b79b888ffdbf6eb60706e12384a5f47bcdd4b9a93af0366d8278b3fdbc

Observation 2c6abf26-311e-4b19-9a84-d059d1120c08 · outbound

This paper cites Maier-Hein, Xiaoshuai Hou, Chunmei Xie, Fengyi Li, Yang Nan, Guangrui Mu, Zhiyong Lin, Miofei Han, et al.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Maier-Hein, Xiaoshuai Hou, Chunmei Xie, Fengyi Li, Yang Nan, Guangrui Mu, Zhiyong Lin, Miofei Han, et al

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.703838Z

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=2026-05-10T16:00:25.150960Z digest=sha256:00a5e56580d83661b27f9304ac11371c2b84da0e9c6a87de08ee24d2b833e19b

Observation 98caa538-348b-4a3a-8d94-4ceee3eca3a9 · outbound

This paper cites AutoML: A survey of the state-of-the-art.

Camyla: Scaling Autonomous Research in Medical Image Segmentation AutoML: A survey of the state-of-the-art

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.718474Z

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=2026-05-10T16:00:25.150960Z digest=sha256:d611b7a77062010c135599827b79086a4aa2fe7fd03d798c032d706639a64120

Observation d9f0490a-4cc0-4662-bbc2-2c0133e98d41 · outbound

This paper cites 3D MRI brain tumor segmentation using autoencoder regularization.

Camyla: Scaling Autonomous Research in Medical Image Segmentation 3D MRI brain tumor segmentation using autoencoder regularization

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.781846Z

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=2026-05-10T16:00:25.150960Z digest=sha256:65122aa59323dea1beac6f9212a25b0d71159daf90fed02585b11687634cbb57

Observation 6e2369be-61b6-42a4-aa44-7f1c53dcc7e0 · outbound

This paper cites UNet++: A nested U-Net architecture for medical image segmentation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation UNet++: A nested U-Net architecture for medical image segmentation

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.784983Z

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=2026-05-10T16:00:25.150960Z digest=sha256:a7d34e85feb5202953a1625888dc0e32d472783444a7ad138edab9fb718dc98b

Observation 0c63def2-733d-429c-b343-8ad3f7a0ad19 · outbound

This paper cites Jaeger, and Klaus H.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Jaeger, and Klaus H

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.769196Z

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=2026-05-10T16:00:25.150960Z digest=sha256:ec667be775fe16ba10d82d46ab81ba34bbf7c93da67dce2dfd05afad17c721c6

Observation 09abd286-c35b-427e-a367-281c42c7f1d4 · outbound

This paper cites STU-Net: Scalable and Transferable Medical Image Segmentation Models Empowered by Large-Scale Supervised Pre-training.

Camyla: Scaling Autonomous Research in Medical Image Segmentation STU-Net: Scalable and Transferable Medical Image Segmentation Models Empowered by Large-Scale Supervised Pre-training

Reference 86

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T09:31:01.544586Z

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=2026-05-10T16:00:25.150960Z digest=sha256:0b345d1d11fb7a9984bb8b3eae7f5826c915f8142edb7b8c8338604161a10ec3

Observation a347cf2d-6ff0-4769-8322-3341f1aef65c · outbound

This paper cites U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation

Reference 87

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:31:01.524831Z

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=2026-05-10T16:00:25.150960Z digest=sha256:5fa388a1775a0a49ac9a884c187aa59a6d7de4eff9616fa88d9fc6f9f3cfb20b

Observation b80f81d7-c3f1-44c8-b0b5-037c2bb2fd8b · outbound

This paper cites Roth, and Daguang Xu.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Roth, and Daguang Xu

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.728915Z

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=2026-05-10T16:00:25.150960Z digest=sha256:a07db668651f305fc935ababa7c45e95eb075217554f4def390161d8021a01a8

Observation 0543e9ca-e349-4eb9-93d9-d29badb60092 · outbound

This paper cites Roth, and Daguang Xu.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Roth, and Daguang Xu

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.707709Z

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=2026-05-10T16:00:25.150960Z digest=sha256:2a04d945dea599a2c4d5f54dc827c42354e6f793893b4d3c10ae30110924e720

Observation ae11594a-7e4e-447b-9b53-f3947431b496 · outbound

This paper cites nnFormer: Volumetric medical image segmentation via a 3D transformer.

Camyla: Scaling Autonomous Research in Medical Image Segmentation nnFormer: Volumetric medical image segmentation via a 3D transformer

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.700222Z

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=2026-05-10T16:00:25.150960Z digest=sha256:38b3971ed3b7902c08a1c9064c7bfa34b623e4210c75d30ed916cf56660db3e7

Observation 0f36eb06-2e3c-4c35-8225-7c0afa766928 · outbound

This paper cites an unresolved cited work.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:30:00.787686Z

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=2026-05-10T16:00:25.150960Z digest=sha256:052da1b3acec09fd29ba994a7a48121f3619ff59f273889bc0e043ba1a929963

Observation 3ac7ebc3-c7d3-4b27-9e9d-b4408a7fbf12 · outbound

This paper cites TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation.

Camyla: Scaling Autonomous Research in Medical Image Segmentation TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

Reference 92

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T13:37:15.785015Z

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=2026-05-10T16:00:25.150960Z digest=sha256:d369e750b2508ed019d8570e19b0f2ee522f243751701d6e7b29f994a8e60d3b

Observation 1bc898b9-36e1-415a-8e2d-4fa3010d7715 · outbound

This paper cites an unresolved cited work.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Unresolved cited work

Reference 93

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:30:00.725548Z

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=2026-05-10T16:00:25.150960Z digest=sha256:c7ba66acc0d34e9933628441bf0e55f914753058bdbaf5af61b2bdafc6e4bf52

Observation 4848e39c-f6c3-4c5e-8eba-f4b9d7ff4b6a · outbound

This paper cites flow field + diffusion.

Camyla: Scaling Autonomous Research in Medical Image Segmentation flow field + diffusion

Reference 94

Resolution
malformed identifier
raw_fallback, observed 2026-05-17T17:30:00.732695Z

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=2026-05-10T16:00:25.150960Z digest=sha256:eacef4accf49a3ca2a27385002186de9ce3f2dde118b638e41c32418a1603a01

Observation 64998c42-834f-4be9-b7b5-9f8f1f4395c1 · outbound

This paper cites The 2,865 coding sessions span 40 successful and 22 unsuccessful experiments across 31 diverse tasks.

Camyla: Scaling Autonomous Research in Medical Image Segmentation The 2,865 coding sessions span 40 successful and 22 unsuccessful experiments across 31 diverse tasks

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T17:30:00.692097Z

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=2026-05-10T16:00:25.150960Z digest=sha256:2df75e78617d368ae3244e5546b35d451f21722431a7b25fdc3a3ec59a674fb3

Observation 538e3447-9835-42f1-bcb8-f56897f93f92 · outbound

This paper cites an unresolved cited work.

Camyla: Scaling Autonomous Research in Medical Image Segmentation Unresolved cited work

Reference 96

Resolution
unresolved
raw_fallback, observed 2026-05-17T17:30:00.793327Z

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=2026-05-10T16:00:25.150960Z digest=sha256:97d39c8894db9c54040c430d25d2ec24b10c61ea66a8196703e6d297b50e14da

Observation fdb65174-9d1d-4242-96ac-5c635c6c8281 · outbound

This paper cites HTD with query-bias works; boundary modules hurt Dice.

Camyla: Scaling Autonomous Research in Medical Image Segmentation HTD with query-bias works; boundary modules hurt Dice

Reference 97

Resolution
malformed identifier
arxiv_id, observed 2026-05-11T09:31:01.504966Z

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=2026-05-10T16:00:25.150960Z digest=sha256:4ab034ea15de5fed9c810c94138829401a328bb7ef73cc4ae28e06904f5f5574

Pith citing papers

Observation 14d13a2c-375e-404e-a19f-0c3ccd88cd3e · inbound

AutoMedBench: Towards Medical AutoResearch with Agentic AI Models cites this paper.

AutoMedBench: Towards Medical AutoResearch with Agentic AI Models Camyla: Scaling Autonomous Research in Medical Image Segmentation

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-07-01T23:06:21.140386Z

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=2026-06-28T14:38:40.017263Z digest=sha256:544936526bef2107a54b79447ce36296e01ea8e06f7b66668afb7945c538f97f

Observation 2d52e504-f278-4174-b9b2-0729b5a95333 · inbound

HealthAgentBench: A Unified Benchmark Suite of Realistic Agentic Healthcare Environments for Challenging Frontier AI Agents cites this paper.

HealthAgentBench: A Unified Benchmark Suite of Realistic Agentic Healthcare Environments for Challenging Frontier AI Agents Camyla: Scaling Autonomous Research in Medical Image Segmentation

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-07-01T09:55:40.460001Z

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=2026-07-01T06:07:06.879550Z digest=sha256:345c57dcbc3f82ab0e20cccd855fa8f30d35789af54e20ac593707631f3c0ee1

Observation 13bc2b1a-1394-4418-8f53-40498ca6369f · inbound

One Reflection Is Not Enough: Self-Correcting Autonomous Research via Multi-Hypothesis Failure Attribution cites this paper.

One Reflection Is Not Enough: Self-Correcting Autonomous Research via Multi-Hypothesis Failure Attribution Camyla: Scaling Autonomous Research in Medical Image Segmentation

Reference 84

Resolution
verified exact
local_arxiv, observed 2026-07-01T05:45:25.160639Z

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=arxiv_source observed=2026-07-01T05:44:51.299439Z digest=sha256:33e74622aa42ea26060a2314e63d44c9e45e7bbd4c96198ecda852e1abd82342

Observation 23e9e90d-60ad-4989-81c1-f00059a9d23f · inbound

Auto-FL-Research: Agentic Search for Federated Learning Algorithms cites this paper.

Auto-FL-Research: Agentic Search for Federated Learning Algorithms Camyla: Scaling Autonomous Research in Medical Image Segmentation

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-07-03T20:38:55.119186Z

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=2026-07-03T20:33:30.815266Z digest=sha256:77f5d2de77de1fed861231b61966b2539db731d58e62b5787e07e12f76c20819