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Paper Citation Record · LEDGER

An AI system to help scientists write expert-level empirical software

As of 6 August 2026, this Paper Citation Record lists 91 of 91 outbound references and 13 inbound Pith citation observations for arXiv:2509.06503.

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

pith.paper-citation-record.v1
2509.06503 v3

Coverage vector

measured 91 of 91 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-22T13:21:45.164070Z

measured 104 of 104 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:18:30.775001Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T12:15:01.137692Z

Reference resolution

91 of 91 outbound references displayed

  • verified exact17
  • verified fuzzy39
  • unresolved32
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f6afcd6d-ddd5-45ed-8bae-856e4ed1d804 · outbound

This paper cites A., Cardille, J.

An AI system to help scientists write expert-level empirical software A., Cardille, J

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.217347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 6fd11c25-7e65-4c2c-8168-22e0006377e7 · outbound

This paper cites & Kohn, W.

An AI system to help scientists write expert-level empirical software & Kohn, W

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.225038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:8a50bfe31dcb36f3141812c5f7ca9e61aa304ca452b6c6ae6203ce7ecde4c470

Observation 30a814fc-04b0-4738-8244-5046867b668c · outbound

This paper cites & Sham, L.

An AI system to help scientists write expert-level empirical software & Sham, L

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.219733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:138188edf8983575bd748c2f1a20ac608745c63faf8b1abe7cda789c546b0ac8

Observation 07c7c97b-6d7b-4510-937a-44ccda7992f9 · outbound

This paper cites & Levitt, M.

An AI system to help scientists write expert-level empirical software & Levitt, M

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.206196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:799dc5935641da80b983be00aea76a03c5000842cabf6369ce4b2eadd94cb890

Observation 484cd2a8-16de-4158-b506-36b2f0c31bcc · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.209156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:c034cb7dba4bbf01c2e8f08489d2000578d41fd8214cd35a78001321b437c321

Observation 4bd498cc-9f79-44e4-b595-3e6551103637 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.214973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:fd9941aa67ed3b3a7ab5490100513ade9d5b6af505c1dd73b543d93265c260a9

Observation bace2703-a50c-4111-8b4f-336c7ec36c32 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.194188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:c8d140b381ee4a36c4aff22896f09eec3e067e2cfa0f5a86be648372ab098c51

Observation 5f9b5f70-35fe-46fb-a07d-704bacdf0e67 · outbound

This paper cites Basic philosophy of CFD.

An AI system to help scientists write expert-level empirical software Basic philosophy of CFD

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.197244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:decf795a676c0fc13129216f201ee58a18884b4188efa51a7fa38dfc88aec111

Observation a9d9db00-ab3e-4f84-8167-fd142715298c · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.200070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:3c4f351286fa2373349daa4ee1ac33915d75da42f16d718837fd41fe35c31765

Observation 25393891-de86-4241-9c9e-f7fa9412bbc5 · outbound

This paper cites D.Making sense of chaos: a better economics for a better world(Yale Univ.

An AI system to help scientists write expert-level empirical software D.Making sense of chaos: a better economics for a better world(Yale Univ

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.203444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:a94dad2d187fd1310bf6a00e680243f2ba06072145d9dc0e6438855bb7cb5321

Observation 412c8d5f-d550-41b7-802e-a140c84f76ed · outbound

This paper cites & Blanchard, O.

An AI system to help scientists write expert-level empirical software & Blanchard, O

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.212465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:2ba208031406743065cc938778d91516aca2cbc43c031c15db648e6db9e01adb

Observation a9d2393d-b83a-428c-90ac-fdf504a3aeba · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.188127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:7149975c8ee18bab9e91b68d6409b1c10329976f9efe2b3dc587d15885e5a760

Observation d4dac651-b923-4d8a-b7ef-36965141a75b · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.185046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:7a25caa40133335d7fd51f45cdb5df7d84dcd742d76d9f90ae992f288d3a117c

Observation d80bf648-3327-4696-9e7c-862ce427e158 · outbound

This paper cites AIDE: AI-Driven Exploration in the Space of Code.

An AI system to help scientists write expert-level empirical software AIDE: AI-Driven Exploration in the Space of Code

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-05-22T13:24:53.461792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:ad245626404719ae71856638864f0ce902be8abcf9c6df749357ce055910f36b

Observation ad20e59c-5073-47bc-90d6-ec7f4633e3d8 · outbound

This paper cites AlphaEvolve: A coding agent for scientific and algorithmic discovery.

An AI system to help scientists write expert-level empirical software AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-05-22T13:24:53.418833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:3e7d0ebc2072642df951ba9093382bbe23c9c1faab72e2f86cc4e0885628cd08

Observation d6032a25-2753-4118-aac0-5fbe6efbd9bf · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.191282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:bd3673c577ca70a8567358b6f57d396dc9afd38daefde2ce961849e64631dd93

Observation e6954620-1fdc-45e0-b761-309f15077f14 · outbound

This paper cites & Tan, K.

An AI system to help scientists write expert-level empirical software & Tan, K

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.179294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:6b6f6b7af02c87bd6b2f410380343598f9ba3980ac346013af39ea7f3b6c0150

Observation 70173611-d8d6-4b0c-ac4f-6689a38113ee · outbound

This paper cites Automated Design of Agentic Systems.

An AI system to help scientists write expert-level empirical software Automated Design of Agentic Systems

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-05-22T13:24:53.410932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation dfe8a096-941a-4466-be65-cd5497f73de9 · outbound

This paper cites Cell186, 5876–5891.e20 (2023).

An AI system to help scientists write expert-level empirical software Cell186, 5876–5891.e20 (2023)

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.172897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:0ac2e3a8c27816a6cc1d4602b99d4743bad95672b33736c12f1b80958b580966

Observation a9e3d086-d1c8-46c4-a4d8-29237869d02e · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.175964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:8dc0a8f420317b20d34725151b28c8e67523149bc9273d70ecc3ad64113689b2

Observation 584f16ce-f75e-4adb-9601-a25752952212 · outbound

This paper cites COVID-19 forecast hub (2025).

An AI system to help scientists write expert-level empirical software COVID-19 forecast hub (2025)

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.168904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:4a99707b6982a314d49bab12af358c870b941461e5f00ed061dbf03cc626e93f

Observation a8b8e2e4-5ee2-4c87-a79d-79f54b396b06 · outbound

This paper cites & Zhou, W.

An AI system to help scientists write expert-level empirical software & Zhou, W

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.182252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:175fa7aff604e4a588c573db9595e7f5e59c7b245f2683c72a9f2d02ae557613

Observation 6db7a659-2e67-4879-b36f-7a6622fad639 · outbound

This paper cites ZAPBench: A Benchmark for Whole-Brain Activity Prediction in Zebrafish.

An AI system to help scientists write expert-level empirical software ZAPBench: A Benchmark for Whole-Brain Activity Prediction in Zebrafish

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-22T13:24:53.425331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:9a6f6cb6f7f408ffdfe48065daa78a53f532285875850221db514af821b5b0b9

Observation 171c74b9-e270-4362-9f91-a45723aef629 · outbound

This paper cites GIFT-Eval: A Benchmark For General Time Series Forecasting Model Evaluation.

An AI system to help scientists write expert-level empirical software GIFT-Eval: A Benchmark For General Time Series Forecasting Model Evaluation

Reference 24

Resolution
metadata mismatch
arxiv_id, observed 2026-05-22T13:24:53.420680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:74d99efeb899eed5668cc20fafe9476c53b59628480be39dba2cc06966f780ec

Observation 9ac8bbe5-d2c1-443a-bc34-6fa0ab7fc7f5 · outbound

This paper cites and Transl.

An AI system to help scientists write expert-level empirical software and Transl

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.142643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:898a6a48e38779301a15d1e1237166f996d38fd01739e17cea447283db30107d

Observation 6083fd8a-dff6-4334-b9c8-a74367c5287c · outbound

This paper cites & Teichmann, S.

An AI system to help scientists write expert-level empirical software & Teichmann, S

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.139213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:74f2e9f8f12532a93eb4630fb4cbc10c01b6a229516f1f82cb1e2efeddc6a32b

Observation 7b309c6e-f206-4b9f-b123-4eed55c502b0 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.145911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:6e4c5fa4175213ec33a2188b40e0ef1581a3cf4cc3a3a16e30971388c7934ce8

Observation b574def2-4aee-48e2-b877-13d010ce39ba · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.149595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 0ec4bc5b-f08c-44a5-bab0-ae7fb6d9c09a · outbound

This paper cites & Satija, R.

An AI system to help scientists write expert-level empirical software & Satija, R

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.159623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:ae5d7f4f0e520d44d36171b8c0076506c05ba80deda9402ac704b55120b14826

Observation 3b4efbfe-3e07-4a8e-8211-e8da3e010975 · outbound

This paper cites & Oshlack, A.

An AI system to help scientists write expert-level empirical software & Oshlack, A

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.127331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:0bdc88509bfeb374febb10523146aea349c11f0c5e948614d2f398b48321df76

Observation c17231b5-7a44-4dc4-b5af-b7f8446e32ec · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.130303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:23272152da5b0e554f82c1394f77ff592c33722fa860188e167207653775bcba

Observation 67043cce-365e-44df-8835-aa26db3e384a · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.133186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:98355acdfa90bd4dac6a17c79eb0d0bfb42cc0d9f17b97957ef62db4b59e11a3

Observation 018db897-9045-4a37-937d-7685649dd14e · outbound

This paper cites D.et al.Benchmarking atlas-level data integration in single-cell genomics.Nat.

An AI system to help scientists write expert-level empirical software D.et al.Benchmarking atlas-level data integration in single-cell genomics.Nat

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.117603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:0322fe92eb20106409b4ffddce09378499a78ab7eca769975636c8a502592d47

Observation f961679c-2a54-4b9e-81a8-be460c9db44f · outbound

This paper cites D.et al.Defining and benchmarking open problems in single-cell analysis.Nat.

An AI system to help scientists write expert-level empirical software D.et al.Defining and benchmarking open problems in single-cell analysis.Nat

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.136372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:896d864cbdb39604e879c3248d8785c3a866844c99395ba40947c830c8d3746c

Observation 784d0be8-f897-47d3-84e5-3e8d1d3c0560 · outbound

This paper cites Gemini Deep Research (2025).

An AI system to help scientists write expert-level empirical software Gemini Deep Research (2025)

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.115162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:bc58c6957e2d7b0a9edd9bb5d2aa720b43cb7f7a209547e293df412858c0aed8

Observation 4d2434e7-6659-4790-b209-f60f13bc9624 · outbound

This paper cites Towards an AI co-scientist.

An AI system to help scientists write expert-level empirical software Towards an AI co-scientist

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-05-22T13:24:53.402125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:7aa3babc87dff1d92b9ed033fb5fd82450f82d03d0951b535a72d8720560363b

Observation bda4bb1f-2326-4e33-8afa-b5572f999ab0 · outbound

This paper cites E., Li, C.

An AI system to help scientists write expert-level empirical software E., Li, C

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.124150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:f049c09aef6eda03691d2bb0083c90f89bcaaf7a0a52d8e4ea2abfb455b24ac0

Observation 7e9b9600-f6b1-49ce-950b-2abfbe2b72d3 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.135974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:72a687e69f505635dbc69ead9f6f24f9b9c0ef88cc39cf7e094a5f963d066ff2

Observation a84a34f2-5c5f-4291-9231-cc28236030f4 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.153005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:d22d26c9c1f890f09169defc17ddce92fb870204b1a16a7e150dd27c2abd3a43

Observation 555424c8-9928-4390-bbdc-410090f83a3f · outbound

This paper cites & Newsam, S.

An AI system to help scientists write expert-level empirical software & Newsam, S

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.160024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:cdbf18fa3d2cc9efc2caaf48d1d2a560f1f5607ce3724d66df6e33762e28f197

Observation 4058a4ee-ef94-423b-abfb-2b54c20fcca6 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.099569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:839a6be44db7c0a700b5f680aa04dbd216a0bce57b1adc940f2942bff32f19b4

Observation 3746e1f0-1c62-4fe9-af2c-0a8b2216d6eb · outbound

This paper cites & Hinton, G.

An AI system to help scientists write expert-level empirical software & Hinton, G

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.097305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:f3cad26ebd8540a4fae133b2f12150483e5a293a2320ff9f4df08bb92090d09a

Observation 9699355c-3d25-4a44-bc97-e150e1487f97 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.105712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:ab909c28012a5bfdf90b03a6de7a159d5da25f14165ccd128e0f1b0fe82bf96c

Observation f5b73dbf-bd3e-451e-aeed-120ebaf9fab0 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.156658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:26659bfe7c88efbcf2f126e056d0f3b57dea00d55a082e3beb95711e8d431aac

Observation 0d3bf050-c060-423c-bd97-cc04a2218c45 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.162544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:33cb90f6879d42f298ffd179a2de36cedb50d1d8e4d1c63cd04a133af68625f7

Observation bf760c93-12ab-4c80-9abc-59fd3fc64983 · outbound

This paper cites & Feng, S.

An AI system to help scientists write expert-level empirical software & Feng, S

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.165597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:e7cd457d025d08b3a723975a614168820c4fdc7d9cbccdc5a551803a149c09f5

Observation 7010acb1-c960-411d-9a84-8ee0cad68ceb · outbound

This paper cites M., Mohamed, M.

An AI system to help scientists write expert-level empirical software M., Mohamed, M

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.082698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:474fdf65e0566e9b4e7af03376acf2e7de9493b1e4f5d269ecc0f57c227af788

Observation f5e20fab-d0f7-4499-898e-0b75f0150712 · outbound

This paper cites Forecasting Whole-Brain Neuronal Activity from Volumetric Video.

An AI system to help scientists write expert-level empirical software Forecasting Whole-Brain Neuronal Activity from Volumetric Video

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-22T13:24:53.442554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:1674ff43e8645185c0cbf0397f891992f3cbaf113ed9d71c2a3f4c8fb04101b6

Observation 2cf97da4-7e90-4018-8276-b7b7635939c7 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.085594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:e2f33abfb539d223d2296d4e7378949e3942199d963f7e6ffdc96f0fc0aff5e0

Observation 1c99d0a9-a094-4173-9906-64b32a02107f · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.088586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:d00f5f7de1990f3ddf0feee79be6a1b2d3b60413ca78782a231f0d10bea8155f

Observation 6608ab1e-a2a4-472d-86e5-42dd0d761c7d · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.094590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:4b6c1b0efceb6ccbda403eaddb4891e9eb53f027bb539ee54e428ceacbacc807

Observation f84730e4-7580-443f-9808-ef0889d0eb33 · outbound

This paper cites & Courville, A.

An AI system to help scientists write expert-level empirical software & Courville, A

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.073728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:994aba083e3cb0b2390cf2fb771a0ab233ca35d486923bbe66f081ccc3a0986a

Observation cc9ed7fe-c2de-4f75-a5b0-fbf7322e11cd · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.070814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:1bf7ffb8754fe57253be05b595e02eae7decf69a71c0d33d9da0049ae3615131

Observation ae1eadd9-9468-4110-9e2c-0eb36e013fce · outbound

This paper cites B., M¨uller, S., Salinas, D., and Hutter, F.

An AI system to help scientists write expert-level empirical software B., M¨uller, S., Salinas, D., and Hutter, F

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-05-22T13:24:53.457222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:f1eebeae4aeb5e3eb434df6509856b0b61fe5067fd5a672241e331ee34ba570f

Observation 16bd1330-4716-48c7-b0a1-95f4ea3dcd1d · outbound

This paper cites Sundial: A Family of Highly Capable Time Series Foundation Models.

An AI system to help scientists write expert-level empirical software Sundial: A Family of Highly Capable Time Series Foundation Models

Reference 55

Resolution
verified exact
local_arxiv, observed 2026-05-22T13:24:53.432454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:497dd4096a27965ed47de01b2b098b9d2bd88e04bc7271f8562d7bfbea4dd67c

Observation 0974272e-991d-46c9-8472-c3ffa76ec58b · outbound

This paper cites F.et al.Chronos: learning the language of time series.Trans.

An AI system to help scientists write expert-level empirical software F.et al.Chronos: learning the language of time series.Trans

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.065310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:67bd737f96d5e19b5d03a764eb3ce2113476e29f25de5fab24fcb84a900813eb

Observation 4ee40400-5654-40fc-a786-b906012970dc · outbound

This paper cites N-BEATS: Neural basis expansion analysis for interpretable time series forecasting.

An AI system to help scientists write expert-level empirical software N-BEATS: Neural basis expansion analysis for interpretable time series forecasting

Reference 57

Resolution
metadata mismatch
arxiv_id, observed 2026-05-22T13:24:53.397694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:52ce884d7a0b716e1ca51b1c16d90f5e2e4d01e8b2c5bd7fda96d751acc04446

Observation 56d67732-cd52-415e-bfdd-3fa16360a1ad · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.068053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:956b41664cf0c9b7bebed15a214156ed4dfa70929728ea92357777ed62c2120c

Observation ae73910b-ebcb-493e-8db2-ed239444bf23 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.076244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:79cf97d3fa9d8a61a22e05356e8c7e2feecf51dc088ccba34da33ea3c889f981

Observation 174058ab-a467-4729-9e60-34da84ef187d · outbound

This paper cites & Ryzhik, I.Table of integrals, series, and products, 8th edn(Academic Press, 1994).

An AI system to help scientists write expert-level empirical software & Ryzhik, I.Table of integrals, series, and products, 8th edn(Academic Press, 1994)

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.091934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:b04f4f47c25722b73425c860dcecef1ff1cbd027f204dcbb608c7e41d230f258

Observation b6f83897-978f-4737-a3ae-9f6a5c454000 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.055958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:cc7ec21d4a3752b672e6e46bdd04966121109e4199c10119d04f273e1b00c9a4

Observation c3293298-3e4a-4540-8116-67a326a7a835 · outbound

This paper cites & Sloane, A.

An AI system to help scientists write expert-level empirical software & Sloane, A

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.050330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:70ab28d1e1265e72b6b2e99be03a87045a3feb132190b51c552b0e6b1d9eca68

Observation be58ce9d-e614-40e8-a3bc-6e0abc78060f · outbound

This paper cites Generative programming: Methods, techniques, and applications tutorial abstract.

An AI system to help scientists write expert-level empirical software Generative programming: Methods, techniques, and applications tutorial abstract

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.047147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:5453c295ed70537f7a911c358528979e01eabfdd89922da1da472245e5a43f0a

Observation fb90f897-9a94-4288-ac0f-c02c50ded0b7 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

An AI system to help scientists write expert-level empirical software Evaluating Large Language Models Trained on Code

Reference 64

Resolution
verified exact
local_arxiv, observed 2026-05-22T13:24:53.387720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:6378ee21fab0640f7c729bdb49df2a8038cf82b1e9209d9a62cd87cff8972a0b

Observation 983c671d-bd12-4925-8160-d870301f06f4 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.053005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:da653275406a2c7e9bd118beeee11d1c55c3f6cf4274eeb425457efdb7c44111

Observation 30bf3cce-8f73-49d9-b2ce-bd6a141e8fc3 · outbound

This paper cites & Vanschoren, J.Automated machine learning: methods, systems, challenges (Springer Nature, 2019).

An AI system to help scientists write expert-level empirical software & Vanschoren, J.Automated machine learning: methods, systems, challenges (Springer Nature, 2019)

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.062178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:efab4082d0525800a47c1bb1d6182a488d29e418edb839017b1ce0907c7dce71

Observation bb0804d6-478b-4605-b43c-064030c1ba93 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.043938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:1a4b7b2e46cb2b6b51e43a1265177c6f3625d9bced8044a86c2011b1e9f2bb5d

Observation cbc4beda-2805-45e7-aa22-b3ea31cc94de · outbound

This paper cites CellAgent: An LLM-driven Multi-Agent Framework for Automated Single-cell Data Analysis.

An AI system to help scientists write expert-level empirical software CellAgent: An LLM-driven Multi-Agent Framework for Automated Single-cell Data Analysis

Reference 68

Resolution
verified exact
arxiv_id, observed 2026-05-22T13:24:53.383416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:2e6659491aa38b95c6808c50884b733c4d4823617b85b8bca0418cc6c09d9064

Observation c31d8722-5544-4db6-bbc0-f82fb3b2f08d · outbound

This paper cites bioRxiv2025–03 (2025).

An AI system to help scientists write expert-level empirical software bioRxiv2025–03 (2025)

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.040947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:162ba9a70596c5e2386c2c3007f27cb152599d4aa712852a7c36f392aa4d6508

Observation 86e37bf7-bc42-4364-8fe8-8125966bba93 · outbound

This paper cites Sci.11, 2407094 (2024).

An AI system to help scientists write expert-level empirical software Sci.11, 2407094 (2024)

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.059263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:7c42150c44c02a5c6a5c649d9ffac17ab6cb781f6260c2d7318679614902452f

Observation 580cf658-34c3-4d8a-95aa-64e8b827701f · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.079027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:b10ba4c789ea4a86eca0847d848928b54b85b9a1ce8e35aa2cb55808954d65d0

Observation ba03d829-3fa7-4fb6-bb68-839a0395c814 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-05-22T13:24:54.031555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:2f583194a79911947cc90a6742f989762e9455c72212a8742a88e0179cb71ed5

Observation 6a2599ef-ebed-4d9e-9cb3-51ae1c087985 · outbound

This paper cites ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models.

An AI system to help scientists write expert-level empirical software ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models

Reference 73

Resolution
verified exact
arxiv_id, observed 2026-05-22T13:24:53.383135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:354a706550ee554243a4546c29e88f2b16cc95ac3d823544795c1389cc5621c2

Observation 4bd8df0c-6d9e-440a-ab89-d1e5f65f80f0 · outbound

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

An AI system to help scientists write expert-level empirical software The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 74

Resolution
verified exact
local_arxiv, observed 2026-05-22T13:24:53.392647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation e57bb496-314d-4c0b-9491-04446475f9b6 · outbound

This paper cites DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents.

An AI system to help scientists write expert-level empirical software DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Reference 75

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local_arxiv, observed 2026-05-22T13:24:53.451916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:55fcaa3f214049d00ade9633ff4be88d45dfc9e5e4178de648677f7d49377571

Observation ca14a40b-cca6-4434-b4fb-709d4ad33946 · outbound

This paper cites Perplexity Deep Research (2025).

An AI system to help scientists write expert-level empirical software Perplexity Deep Research (2025)

Reference 76

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raw_fallback, observed 2026-05-22T13:24:54.025756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:f8001d22f8b1330c25742eb00be5b5e8e2cda6cee525f8b50604b119259f3f3c

Observation 6ebbb6ab-39c6-4670-b3e2-683e75f66581 · outbound

This paper cites Deepresearchgym: A free, transparent, and reproducible evaluation sandbox for deep research.

An AI system to help scientists write expert-level empirical software Deepresearchgym: A free, transparent, and reproducible evaluation sandbox for deep research

Reference 77

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arxiv_id, observed 2026-05-22T13:24:53.447175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:28ff2c6323e6dccf5ba20687db1988a0516833c00693dfa4d58e3d6488f4382b

Observation 49fa952a-31a4-4a18-9446-69890a90dddd · outbound

This paper cites A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications.

An AI system to help scientists write expert-level empirical software A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

Reference 78

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arxiv_id, observed 2026-05-22T13:24:53.373746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:14c15ae2b4a4ce59675e2f4b6298152d0cb2441e03bcfaf77c042b126ef98eb1

Observation ad1f1b64-cd71-4b67-84f6-cc1c4b5cf466 · outbound

This paper cites Gemini Embedding: Generalizable Embeddings from Gemini.

An AI system to help scientists write expert-level empirical software Gemini Embedding: Generalizable Embeddings from Gemini

Reference 79

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local_arxiv, observed 2026-05-22T13:24:53.436957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:bc9a78249f09a8bf4b01d00d84a983799f71f8d046950431d88058520cc58ad5

Observation ffe2ff85-3a80-4e28-b85a-41d339db1e26 · outbound

This paper cites openproblems (2025).

An AI system to help scientists write expert-level empirical software openproblems (2025)

Reference 80

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raw_fallback, observed 2026-05-22T13:24:54.222327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:f2768664af3ce27808f2b4851d7cf1fb91fc0aa7f3dba36ab66bfec7fcfb36bc

Observation 308a40f4-d2d3-4d52-81e7-15b73607d757 · outbound

This paper cites URL https: //github.com/openproblems-bio/task_batch_integration.

An AI system to help scientists write expert-level empirical software URL https: //github.com/openproblems-bio/task_batch_integration

Reference 81

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raw_fallback, observed 2026-05-22T13:24:54.015991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:63a4522d0d583172ab01dddac0b550fb9236548d829ff29d5f6dddf2c6f53841

Observation 9a467007-0a7e-4b80-98f1-38d3071c6c69 · outbound

This paper cites Optuna: Anext-generationhyperparameter optimization framework.

An AI system to help scientists write expert-level empirical software Optuna: Anext-generationhyperparameter optimization framework

Reference 82

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raw_fallback, observed 2026-05-22T13:24:54.034430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:bc6c4ddde85baa37f9aa2089eaef00221199733fe1e2f6d58dfe23b628740a5a

Observation 2a90abe1-b502-4830-b8cb-f4aabe7bcce4 · outbound

This paper cites Weekly Hospital Respiratory Data (HRD) Metrics by Jurisdiction (2024).

An AI system to help scientists write expert-level empirical software Weekly Hospital Respiratory Data (HRD) Metrics by Jurisdiction (2024)

Reference 83

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verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.023026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:eb1f2fdd3c81afded09d073016cd68dda78d35f2bad186a1f8cc747d9c858e5e

Observation b8102a66-e987-42f0-883d-832f64d5ef59 · outbound

This paper cites Sci.3, e103 (2017).

An AI system to help scientists write expert-level empirical software Sci.3, e103 (2017)

Reference 84

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raw_fallback, observed 2026-05-22T13:24:54.041412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:48a0713c94e2ce26b5db22be53fbc454e90acc20d8d8303e520418c002085b9a

Observation 1e6e2549-3a12-4ecf-97eb-96ff8cfc3cba · outbound

This paper cites UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction.

An AI system to help scientists write expert-level empirical software UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

Reference 85

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local_arxiv, observed 2026-05-22T13:24:53.407286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:322193f7bb073c11ef0e790330e942954d579fe9c662458bcc6cc749c191a563

Observation 76b44d75-2db8-4643-b5cd-af8b1d2e11da · outbound

This paper cites Standardize.

An AI system to help scientists write expert-level empirical software Standardize

Reference 86

Resolution
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raw_fallback, observed 2026-05-22T13:24:54.080794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:97e26e8f4da90825ca59d382f3dabb94ff3864347bbafca321718c6342dc8114

Observation 55f12108-1b18-4019-9b85-4e0473af8c3c · outbound

This paper cites Warning : Too few observations ({ ad ata_inte grated . n_obs }) or dimensions ({ adata_i ntegrate d . n_vars }) for PCA / graph construction . Returning trivial embedding.

An AI system to help scientists write expert-level empirical software Warning : Too few observations ({ ad ata_inte grated . n_obs }) or dimensions ({ adata_i ntegrate d . n_vars }) for PCA / graph construction . Returning trivial embedding

Reference 87

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verified fuzzy
raw_fallback, observed 2026-05-22T13:24:54.077453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:9e7e24644d113705db1c75cf868bef3975614e92652efc70c9e392a48c00d9bc

Observation 7c6dabfb-201d-42cc-9285-62659e7573e1 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 88

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unresolved
raw_fallback, observed 2026-05-22T13:24:54.085214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:44e9733d82b7137d6c242e4e293121105c0fe57df75cc140981640e355ffa4af

Observation 3fb8caeb-b1dd-4350-9541-ef809cd24a54 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 89

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unresolved
raw_fallback, observed 2026-05-22T13:24:54.071661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:3d162e74b84810771e0c2fc18cb34b7ceacefa6ae97bb3306c656ace75148897

Observation a38ac5d0-c0bf-4cc4-a317-8c1661411ef0 · outbound

This paper cites an unresolved cited work.

An AI system to help scientists write expert-level empirical software Unresolved cited work

Reference 90

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raw_fallback, observed 2026-05-22T13:24:54.069484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:11b3f2decd86e3a4670cc1f18eb845ddd536bbd77a9add71839e33a2fc410f11

Observation ac912c1c-3574-4a06-8444-56486cf091ba · outbound

This paper cites </steps> 71.

An AI system to help scientists write expert-level empirical software </steps> 71

Reference 91

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raw_fallback, observed 2026-05-22T13:24:54.074111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:1ca2c0ac03ccacbe53870b98a58a4f1d6fe01b3e0abe8d8be2d9102e2bc9b7ac

Pith citing papers

Observation 66bced95-6ae6-4c54-9ade-6c8aafd3c66a · inbound

TusoAI: Agentic Optimization for Scientific Methods cites this paper.

TusoAI: Agentic Optimization for Scientific Methods An AI system to help scientists write expert-level empirical software

Reference 3

Resolution
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local_arxiv, observed 2026-05-21T22:34:23.807513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-21T22:34:06.906427Z digest=sha256:499695abf79cb25d99aca014275ac794b03f6113d93ce704c78b3ba524a0b325

Observation bf48c5dc-c775-41cb-b2b6-868ea270472c · inbound

Glia: A Human-Inspired AI for Automated Systems Design and Optimization cites this paper.

Glia: A Human-Inspired AI for Automated Systems Design and Optimization An AI system to help scientists write expert-level empirical software

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-18T03:30:50.945692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 410aafed-ba12-49d0-a71b-a79285e7eae1 · inbound

ATHENA: Agentic Team for Hierarchical Evolutionary Numerical Algorithms cites this paper.

ATHENA: Agentic Team for Hierarchical Evolutionary Numerical Algorithms An AI system to help scientists write expert-level empirical software

Reference 21

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verified exact
arxiv_id, observed 2026-05-17T01:58:51.647672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-17T01:55:52.535545Z digest=sha256:30d4a336a34ee22809a7dfe626d6ca3194d977d233788762addf15dd986b0f03

Observation 6ce1aa3a-e722-4ddf-a3e9-cb4a30306d6d · inbound

ATHENA: Agentic Team for Hierarchical Evolutionary Numerical Algorithms cites this paper.

ATHENA: Agentic Team for Hierarchical Evolutionary Numerical Algorithms An AI system to help scientists write expert-level empirical software

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:51:32.023602Z digest=sha256:752b2891bdb2260d7b6df973fbe88ad5ffaf4fce2f3d184a64b151de0b31f093

Observation 03e7f01d-a671-4405-8233-48fa903c6bb2 · inbound

ParEVO: Synthesizing Code for Irregular Data: High-Performance Parallelism through Agentic Evolution cites this paper.

ParEVO: Synthesizing Code for Irregular Data: High-Performance Parallelism through Agentic Evolution An AI system to help scientists write expert-level empirical software

Reference 2025

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:27:35.883649Z digest=sha256:880a83bd89a89afe2d20a656f040c294cb4a199d2228b22ff798bdcc761366eb

Observation 1cf7d1a3-ec37-4793-8d92-c602bde07445 · inbound

Probabilistic Seasonal Streamflow Forecasting Across California's Sierra Nevada Watersheds with Agentic AI cites this paper.

Probabilistic Seasonal Streamflow Forecasting Across California's Sierra Nevada Watersheds with Agentic AI An AI system to help scientists write expert-level empirical software

Reference 40

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verified exact
local_arxiv, observed 2026-05-19T17:42:42.089020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T17:39:16.947645Z digest=sha256:034259e3070f980f3331ecf7e3f523af04763b28cc0c15772e095fc5be393cb0

Observation 66a9eee1-06ab-49ba-bd8c-6aa32fa18dc2 · inbound

Optimized Three-Dimensional Photovoltaic Structures with LLM guided Tree Search cites this paper.

Optimized Three-Dimensional Photovoltaic Structures with LLM guided Tree Search An AI system to help scientists write expert-level empirical software

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-20T18:53:38.600635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-20T18:51:38.262045Z digest=sha256:204186bd5247229920211cb7244f8eed1df97ffa6781ab8d84108f9cf94a2378

Observation d12681b4-28cf-434f-91ee-00fa14a569a5 · inbound

Prospective multi-pathogen disease forecasting using autonomous LLM-guided tree search cites this paper.

Prospective multi-pathogen disease forecasting using autonomous LLM-guided tree search An AI system to help scientists write expert-level empirical software

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-05-20T18:43:38.601090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-20T18:42:23.816038Z digest=sha256:5935074692b549aadfe6d9b48efd6ba8205cee0ae7739f9d943f758fd6d11780

Observation c12767dc-a387-442a-842b-cc33e5368e85 · inbound

Quantification of atmospheric carbon dioxide from the Geostationary Operational Environmental Satellite (GOES East) cites this paper.

Quantification of atmospheric carbon dioxide from the Geostationary Operational Environmental Satellite (GOES East) An AI system to help scientists write expert-level empirical software

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-06-30T19:05:00.667840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-30T19:01:51.066565Z digest=sha256:774134bc9d4b3e868f7aea40acb10be1c7665edf535cf2ccac3290d964b92af6

Observation e7f1cd62-942b-44e7-95cb-93e42badfa99 · inbound

WEQA: Wearable hEalth Question Answering with Query-Adaptive Agentic Reasoning cites this paper.

WEQA: Wearable hEalth Question Answering with Query-Adaptive Agentic Reasoning An AI system to help scientists write expert-level empirical software

Reference 153

Resolution
metadata mismatch
local_arxiv, observed 2026-07-03T21:08:58.487818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-06-27T00:53:11.223341Z digest=sha256:9c5f74da9aa8246755bad27d4a20ab3a70cf0a75506a3472c33541a9e0e20141

Observation 11662340-934e-485b-a57d-eaff99eafe7b · inbound

Hephaestus: Toward a Cybersecurity AI Scientist cites this paper.

Hephaestus: Toward a Cybersecurity AI Scientist An AI system to help scientists write expert-level empirical software

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-06-30T13:54:44.462057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-30T05:42:32.460183Z digest=sha256:bce5927af9d1d2fa74ab5c7dc8c5aca64995962ea00bb3e98365cc201ce2ff0d

Observation 015f6419-f93f-4054-8cc6-7ee871e1dec6 · inbound

Exploring Structures in Physics Problems: Can AI Agents Discover Statistical Mechanical Mappings? cites this paper.

Exploring Structures in Physics Problems: Can AI Agents Discover Statistical Mechanical Mappings? An AI system to help scientists write expert-level empirical software

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-01T17:23:47.378368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T17:23:47.378368Z digest=sha256:4470c13d33302ba58b769441ad7d4908f84d4c273dd5e4bb8ac5d911d98fd30f

Observation a0fb71ea-21bd-429e-9a34-9ae5e53ebd3b · inbound

AutoSND: From Execution Evidence to Structural Policies for Automated Network Dismantling Heuristic Discovery cites this paper.

AutoSND: From Execution Evidence to Structural Policies for Automated Network Dismantling Heuristic Discovery An AI system to help scientists write expert-level empirical software

Reference 1

Resolution
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no resolver link, observed 2026-08-05T15:18:30.775001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:18:30.775001Z digest=sha256:a78d9695b823fc0a9b6d41cca5240214925604a83657f43bad626e29490ca40d