Paper Citation Record · LEDGER

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks?

As of 22 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 5 inbound Pith citation observations for arXiv:2606.05080.

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

pith.paper-citation-record.v1
2606.05080 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T06:37:03.670571Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T05:03:47.296121Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T16:49:57.835831Z

Reference resolution

60 of 60 outbound references displayed

verified exact3
verified fuzzy0
unresolved46
parse uncertain0
malformed identifier0
metadata mismatch11

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2bcab5e4-2d6f-4a3a-b513-9c287b9dbd56 · outbound

This paper cites Gonzalez, Jingbo 12 Preprint FrontierCS T eam Shang, and Alvin Cheung.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? Gonzalez, Jingbo 12 Preprint FrontierCS T eam Shang, and Alvin Cheung

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T07:46:46.631041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0742bddd-4b52-441c-95a1-cc162d68a51a · outbound

This paper cites Frontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering Tasks with Generative Optimization.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? Frontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering Tasks with Generative Optimization

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T07:46:46.628705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cd3e1315-3a49-4a45-9b13-acb5c08b009b · outbound

This paper cites 2026 , howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , howpublished =

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 885aac42-ba4a-4019-9200-e4f182ea1e1b · outbound

This paper cites 2026 , month = feb, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , month = feb, howpublished =

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fefaf04e-8fcd-40f4-9fe3-a7955c924aa1 · outbound

This paper cites 2026 , month = mar, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , month = mar, howpublished =

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 488f8da2-fd39-425e-98ec-150557eeecb9 · outbound

This paper cites 2026 , month = feb, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , month = feb, howpublished =

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53e2b39f-95e2-4d3e-b61f-dc7d5fe88490 · outbound

This paper cites 2026 , month = feb, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , month = feb, howpublished =

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98a367ec-8dee-4485-9703-9691f1dc660a · outbound

This paper cites 2025 , month = jan, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2025 , month = jan, howpublished =

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8dd3e9c-a4cf-4115-b8e0-de2cfa251bb4 · outbound

This paper cites 2026 , month = feb, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , month = feb, howpublished =

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8013f93-4252-4f58-9275-1d1d7941b586 · outbound

This paper cites 2026 , month = feb, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , month = feb, howpublished =

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8eb7ef6f-94cb-4603-ab3c-5c91e620d691 · outbound

This paper cites 2026 , month = mar, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , month = mar, howpublished =

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a3d66a9-10e4-40bb-8d77-3b2b7441af04 · outbound

This paper cites 2026 , month = feb, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , month = feb, howpublished =

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56abb587-957e-4fdc-a530-494bbfca5d8d · outbound

This paper cites 2026 , month = apr, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , month = apr, howpublished =

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84ddbac2-3880-4cef-8102-310cd5b4470d · outbound

This paper cites 2026 , month = apr, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , month = apr, howpublished =

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fabcdf83-70de-49fd-9866-a116307c3542 · outbound

This paper cites 2026 , month = mar, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , month = mar, howpublished =

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4a0c9a2-f6af-4194-b0c6-84d1168cd3e6 · outbound

This paper cites 2026 , month = apr, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , month = apr, howpublished =

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cce57da-749a-4c5f-83d0-d23bb7661ceb · outbound

This paper cites 2026 , month = apr, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , month = apr, howpublished =

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 604ff7d3-f024-4180-9d34-29a055cd008e · outbound

This paper cites 2026 , month = apr, howpublished =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , month = apr, howpublished =

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c8d1066-21bf-428f-9dde-dc17fa8b4f0f · outbound

This paper cites GLM-5: from Vibe Coding to Agentic Engineering.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? GLM-5: from Vibe Coding to Agentic Engineering

Reference 19

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T07:46:46.633493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dfdb5f1e-01b6-40fe-9f99-fc459d902f54 · outbound

This paper cites International Conference on Learning Representations , year =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? International Conference on Learning Representations , year =

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8c62176-13f0-4377-a5eb-205a74f8399f · outbound

This paper cites 2021 , eprint =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2021 , eprint =

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a5ddd02-e1b4-498d-8e13-dc36e82ed104 · outbound

This paper cites Measuring Mathematical Problem Solving With the.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? Measuring Mathematical Problem Solving With the

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0363d16f-6d70-4639-96f6-f27bcad2376f · outbound

This paper cites International Conference on Learning Representations , volume=.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? International Conference on Learning Representations , volume=

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed5a7976-c0e0-479e-82ba-45e8fde8df5b · outbound

This paper cites International Conference on Learning Representations , volume=.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? International Conference on Learning Representations , volume=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81c14172-38eb-4a26-8c0c-6a83e48593b4 · outbound

This paper cites 2021 , eprint =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2021 , eprint =

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 782f60a0-2a6b-412f-ba37-dd0621df88d4 · outbound

This paper cites 2021 , eprint =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2021 , eprint =

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 007c4bbc-916e-4b42-8441-ba7d21f1bb4a · outbound

This paper cites Transactions on Machine Learning Research , year =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? Transactions on Machine Learning Research , year =

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2cea813-6ed3-49bd-81d7-f64b83b71513 · outbound

This paper cites Transactions on Machine Learning Research , year =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? Transactions on Machine Learning Research , year =

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 999db599-223c-4450-bdaa-b7c20b10fa95 · outbound

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

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? and Yang, John and Wettig, Alexander and Yao, Shunyu and Pei, Kexin and Press, Ofir and Narasimhan, Karthik , booktitle =

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cdec3e3-5859-48e0-a06a-c6fec8ea06fa · outbound

This paper cites 2023 , eprint =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2023 , eprint =

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bce7a08c-d4fe-46ca-846c-e1b0871d61b9 · outbound

This paper cites 2024 , url =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2024 , url =

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c57b1003-5a1e-47c5-a514-a24a4961ae6a · outbound

This paper cites 2025 , url =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2025 , url =

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4eee3150-b8b7-4123-b847-579a34976bb2 · outbound

This paper cites 2024 , url =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2024 , url =

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb7ec0db-1b95-4a1d-9d76-4c6fabb496f6 · outbound

This paper cites an unresolved cited work.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6bafaab-07a8-4af0-a1d7-ac52386c56c6 · outbound

This paper cites 2024 , url =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2024 , url =

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e93ff890-0017-475d-8f1c-6c5306013373 · outbound

This paper cites AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding Agents.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding Agents

Reference 36

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T07:46:46.638010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c2004ff0-821d-48c2-a68e-b874abc7cb7c · outbound

This paper cites 2025 , url =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2025 , url =

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a9bdc2b-c1a4-4f73-beb4-6f450ca7d5b1 · outbound

This paper cites TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks

Reference 38

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T07:46:46.626368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a09368b1-d38d-408c-b95e-d7f937c2d979 · outbound

This paper cites 2026 , eprint =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2026 , eprint =

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74806ea7-398e-4e10-97d8-20d2595099ee · outbound

This paper cites 2024 , url =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2024 , url =

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81a683d0-1106-46b3-ae81-02555998f013 · outbound

This paper cites 2024 , eprint =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2024 , eprint =

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52945ae3-1b6f-4313-b036-adb3f275750d · outbound

This paper cites RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts

Reference 42

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T07:46:46.619488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5a3c7698-0727-4862-ab46-32a1a0995afe · outbound

This paper cites 2025 , url =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2025 , url =

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34cb515c-2378-4388-8d95-16da4d172371 · outbound

This paper cites Airs-bench: a suite of tasks for frontier ai research science agents.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? Airs-bench: a suite of tasks for frontier ai research science agents

Reference 44

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T07:46:46.617370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1d1e5d5b-7b62-4f99-8790-0c75571da6d5 · outbound

This paper cites and Burns, Benjamin and Adu-Ampratwum, Daniel and Huang, Xuhui and Ning, Xia and Gao, Song and Su, Yu and Sun, Huan , booktitle =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? and Burns, Benjamin and Adu-Ampratwum, Daniel and Huang, Xuhui and Ning, Xia and Gao, Song and Su, Yu and Sun, Huan , booktitle =

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2feba0f6-de03-4a94-9775-e9686a351557 · outbound

This paper cites ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows

Reference 46

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T07:46:46.612664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a260c8e1-e186-4b68-b537-d3236401cd96 · outbound

This paper cites and Wettig, Alexander and Lieret, Kilian and Yao, Shunyu and Narasimhan, Karthik , booktitle =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? and Wettig, Alexander and Lieret, Kilian and Yao, Shunyu and Narasimhan, Karthik , booktitle =

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71e48f41-7e44-4dfe-b952-baffa3408455 · outbound

This paper cites OpenHands: An Open Platform for AI Software Developers as Generalist Agents.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? OpenHands: An Open Platform for AI Software Developers as Generalist Agents

Reference 48

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T07:46:46.615007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 19e94aca-5741-4553-a38d-646fa7caeb34 · outbound

This paper cites an unresolved cited work.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 776bd423-16e0-4821-8e3b-eb2c0b6c5b80 · outbound

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

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 50

Resolution: verified exact; local_arxiv, observed 2026-07-02T07:46:46.621708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d5af295a-ff06-4ac4-b07f-21553cca7b8c · outbound

This paper cites and Cox, Sam and Schilter, Oliver and Baldassari, Carlo and White, Andrew D.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? and Cox, Sam and Schilter, Oliver and Baldassari, Carlo and White, Andrew D

Reference 51

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98ce895b-1770-4e99-9ecd-b5b160d0a5d3 · outbound

This paper cites Nature , year =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? Nature , year =

Reference 52

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f45a8ea-8a39-40ea-9b88-c68eb9bc6190 · outbound

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

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 53

Resolution: verified exact; local_arxiv, observed 2026-07-02T07:46:46.624074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 422ceaa0-60a7-4ccf-a8d9-fcb8647c220b · outbound

This paper cites Autoresearch:.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? Autoresearch:

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a482105-c38a-4cd5-8f0e-46b9e9cab93a · outbound

This paper cites 2025 , url =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2025 , url =

Reference 55

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66c950c1-1af1-4cb0-89c6-c72b41d7dd8d · outbound

This paper cites 2025 , url =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? 2025 , url =

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f06d3ee0-bba0-4c2e-be62-1b290a1a7164 · outbound

This paper cites Training Software Engineering Agents and Verifiers with SWE-Gym.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? Training Software Engineering Agents and Verifiers with SWE-Gym

Reference 57

Resolution: verified exact; local_arxiv, observed 2026-07-02T07:46:46.607942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cecad157-d924-4dbd-9095-089de6337398 · outbound

This paper cites R2E-Gym: Procedural Environments and Hybrid Verifiers for Scaling Open-Weights SWE Agents.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? R2E-Gym: Procedural Environments and Hybrid Verifiers for Scaling Open-Weights SWE Agents

Reference 58

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T07:46:46.610257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cb2cbf11-ab88-45fd-8f3b-3788d1ea2187 · outbound

This paper cites International Conference on Machine Learning , year =.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? International Conference on Machine Learning , year =

Reference 59

Resolution: unresolved; no resolver link, observed 2026-06-28T06:37:03.670571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 066ebdcb-5726-4603-85b6-67acdf851f4f · outbound

This paper cites PostTrainBench: Can LLM agents automate LLM post-training?.

AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? PostTrainBench: Can LLM agents automate LLM post-training?

Reference 60

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T07:46:46.635832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 9d1a85b0-afcf-4c84-b604-93208467428e · inbound

NatureBench: Can Coding Agents Match the Published SOTA of Nature-Family Papers? cites this paper.

NatureBench: Can Coding Agents Match the Published SOTA of Nature-Family Papers? AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks?

Reference 89

Resolution: verified exact; local_arxiv, observed 2026-07-04T16:49:57.837385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 54bb854c-785c-48bd-9091-73415749b71e · inbound

NatureBench: Can Coding Agents Match the Published SOTA of Nature-Family Papers? cites this paper.

NatureBench: Can Coding Agents Match the Published SOTA of Nature-Family Papers? AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks?

Reference 89

Resolution: unresolved; no resolver link, observed 2026-07-12T12:32:39.706055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b4ae5b9-58ca-4e14-bf39-7f8ab6ce8281 · inbound

EdgeBench: Unveiling Scaling Laws of Learning from Real-World Environments cites this paper.

EdgeBench: Unveiling Scaling Laws of Learning from Real-World Environments AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks?

Reference 76

Resolution: unresolved; no resolver link, observed 2026-07-11T07:57:43.000834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12729c37-2220-485a-97a0-530567b7078f · inbound

Do Agent Benchmarks Measure Capability? Protocol Validity in the Age of Agentic AI cites this paper.

Do Agent Benchmarks Measure Capability? Protocol Validity in the Age of Agentic AI AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks?

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-01T05:03:47.296121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af5fe338-06b1-4f00-a7dd-8193239c0fb9 · inbound

Efficiency Matters in Autonomous Research cites this paper.

Efficiency Matters in Autonomous Research AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks?

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-31T09:14:06.098648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.