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Paper Citation Record · LEDGER

One Run Is Not an Idea: The Implementation Lottery in Automated Research

As of 8 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2607.26587.

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

pith.paper-citation-record.v1
2607.26587 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T12:50:09.765318Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

47 of 47 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved47
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2c30e229-6867-499e-b51b-b476fb513c6e · outbound

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

One Run Is Not an Idea: The Implementation Lottery in Automated Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 1

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:50:03.355898Z digest=sha256:c322129b5fd546f4ac74cc46c536237575da1c0f92328b99198d19387f62dc11

Observation 81316ea4-b144-4bf9-9486-70b4592e2603 · outbound

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

One Run Is Not an Idea: The Implementation Lottery in Automated Research The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search

Reference 2

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source=arxiv_source observed=2026-08-01T12:50:03.491698Z digest=sha256:b5c1b6e47344cddd3b906b7da985c602dbdf91eb84c9c6309bd5d860e9e3923a

Observation 8c74abfe-bb3f-4051-83cc-6ef2c631e315 · outbound

This paper cites Towards End-to-End Automation of.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Towards End-to-End Automation of

Reference 3

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source=arxiv_source observed=2026-08-01T12:50:03.637496Z digest=sha256:d63fc011279f841a5bdda01dad0d445d98787370506fd42a3929be69b6758ee7

Observation dd14c5ad-8c25-4a23-bb38-ac81c0c7b9b6 · outbound

This paper cites Accelerating Scientific Discovery with.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Accelerating Scientific Discovery with

Reference 4

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source=arxiv_source observed=2026-08-01T12:50:03.755997Z digest=sha256:bc40fb28b1d709e579ecd169d3e371143fe446b3c4a05e23434f127d1d9f508f

Observation 815c48f3-d7a5-4733-ab4f-410214e876d7 · outbound

This paper cites an unresolved cited work.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Unresolved cited work

Reference 5

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source=arxiv_source observed=2026-08-01T12:50:03.919063Z digest=sha256:fbc1e7ee5cd9c53f1fbc3ac084ef17f7d70afa7917444161186d1a92262cfe46

Observation e6939f70-c00f-4baa-9b51-0724fca69adc · outbound

This paper cites Agent Laboratory: Using.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Agent Laboratory: Using

Reference 6

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source=arxiv_source observed=2026-08-01T12:50:04.074064Z digest=sha256:d477ca52c86fb3edf5474373a5b6d68404405efbd49eab06e8e7f8f169ee1825

Observation 1b054e87-abfe-4a6c-b660-5391235162c2 · outbound

This paper cites Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages =

Reference 7

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source=arxiv_source observed=2026-08-01T12:50:04.209928Z digest=sha256:0f184dde05b50484195e3e86fc6082614afcc835da7741c4d2608736e6080c9c

Observation 90d01cd4-8504-4389-8829-49cd3e2e4d33 · outbound

This paper cites MLGym: A New Framework and Benchmark for Advancing AI Research Agents.

One Run Is Not an Idea: The Implementation Lottery in Automated Research MLGym: A New Framework and Benchmark for Advancing AI Research Agents

Reference 8

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source=arxiv_source observed=2026-08-01T12:50:04.327582Z digest=sha256:d2095c81e588b45b5ba6e1d15d0a544cb5302528bcf717a8bd8fc6fe3932fbc6

Observation 9abee1a1-fd67-4fcf-a503-41a7e536aaf7 · outbound

This paper cites 2025 , url =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research 2025 , url =

Reference 9

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source=arxiv_source observed=2026-08-01T12:50:04.474024Z digest=sha256:8b69bc3cc79a81932ee353d002deee9b1a8d8d6ed0650ee015f4a1d97a8f469d

Observation 61038e7d-422f-4131-8f3c-9542ba0435c0 · outbound

This paper cites 2025 , url =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research 2025 , url =

Reference 10

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source=arxiv_source observed=2026-08-01T12:50:04.663685Z digest=sha256:edf17ef94c8d4e0bb03748024296c03e4ae44e1b88b1a517cad5f74370331109

Observation 99f4e11a-6983-4f00-adc5-a0342c2b599f · outbound

This paper cites 2602.15112 , archivePrefix=.

One Run Is Not an Idea: The Implementation Lottery in Automated Research 2602.15112 , archivePrefix=

Reference 11

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source=arxiv_source observed=2026-08-01T12:50:04.732944Z digest=sha256:8da8c08b4cf4c365984a9a341598d28d2e7bf7b7dc22860b31b84fc189980fa0

Observation 98b79ced-0592-4a3d-83a1-2ab78836fbcc · outbound

This paper cites 2026 , eprint =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research 2026 , eprint =

Reference 12

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source=arxiv_source observed=2026-08-01T12:50:04.910620Z digest=sha256:9e5eeab962fb0b3cd1ffb918dc498bba5f58162436879b2e7cb8bee321b76429

Observation 64185f5a-2fe5-4227-8a7a-f9377284138e · outbound

This paper cites 2026 , eprint =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research 2026 , eprint =

Reference 13

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source=arxiv_source observed=2026-08-01T12:50:05.032527Z digest=sha256:f5bbcf7d84827d21ce5e482f0f1766cbdfe503f625407ef6d5709133e0c49f94

Observation 9652c82b-9cd1-4046-83a4-bf7bc2fd454b · outbound

This paper cites Revision or Re-Solving? Decomposing Second-Pass Gains in Multi-.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Revision or Re-Solving? Decomposing Second-Pass Gains in Multi-

Reference 14

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source=arxiv_source observed=2026-08-01T12:50:05.143738Z digest=sha256:143039068d9e282bf219689f7791a8b85ef9cfb79a42019ad1b89dc549708b1c

Observation a3bf4d44-fde3-49e8-bb34-94d3847295a3 · outbound

This paper cites 2026 , eprint =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research 2026 , eprint =

Reference 15

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source=arxiv_source observed=2026-08-01T12:50:05.275591Z digest=sha256:607af3ae3283a67b82e1dd1004bb416ebd0e652331044219d9753210b6749811

Observation 616d8f26-c9df-4569-abd7-4fdb9f6ba9de · outbound

This paper cites Towards Execution-Grounded Automated.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Towards Execution-Grounded Automated

Reference 16

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source=arxiv_source observed=2026-08-01T12:50:05.439748Z digest=sha256:f9abe1a027efae695cd225afe0362cea1a21a7da27e47434d85f3dedef6fed98

Observation c05103bc-3812-4b58-94c7-4eb1ef826568 · outbound

This paper cites 2026 , eprint =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research 2026 , eprint =

Reference 17

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source=arxiv_source observed=2026-08-01T12:50:05.544167Z digest=sha256:d69b4f0161e9e221534225b02a2e1ec7bee6ea7364fe5e41583542a3bedaabae

Observation 3baac25a-3659-4112-bb23-fb70a76a95ea · outbound

This paper cites Towards a Science of.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Towards a Science of

Reference 18

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source=arxiv_source observed=2026-08-01T12:50:05.643258Z digest=sha256:95c65f0c5338c5cff8aafd58a250a475582d1ce5bd26f966c524c6002a53920c

Observation e785f9dd-8387-4e57-9be3-d1f8d827849d · outbound

This paper cites When Agents Disagree With Themselves: Behavioral Consistency as an Uncertainty Signal for LLM Agents.

One Run Is Not an Idea: The Implementation Lottery in Automated Research When Agents Disagree With Themselves: Behavioral Consistency as an Uncertainty Signal for LLM Agents

Reference 19

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source=arxiv_source observed=2026-08-01T12:50:05.799629Z digest=sha256:16f0e4669f25223ef212dcbd6fe07b8532f34efa368cdaa9b7259aceaa09597f

Observation 29f14157-c359-45bd-aaa6-9c724c66ce8c · outbound

This paper cites 2025 , eprint =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research 2025 , eprint =

Reference 20

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source=arxiv_source observed=2026-08-01T12:50:05.905882Z digest=sha256:ddf3b042d9ff7df9f34017b7029ded30f89cf55a1bd596371f68479d76e3c170

Observation 7d998d44-da2e-4823-822b-b564275e5965 · outbound

This paper cites 2026 , eprint =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research 2026 , eprint =

Reference 21

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source=arxiv_source observed=2026-08-01T12:50:06.015862Z digest=sha256:d33c290050a8304f66afddc8ffd9e5feff753d5783782dd513e243c5a83e9fb9

Observation aa8e7eee-822f-40d2-856a-6f73db55944d · outbound

This paper cites AutoReproduce: Automatic AI Experiment Reproduction with Paper Lineage.

One Run Is Not an Idea: The Implementation Lottery in Automated Research AutoReproduce: Automatic AI Experiment Reproduction with Paper Lineage

Reference 22

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source=arxiv_source observed=2026-08-01T12:50:06.128597Z digest=sha256:f113e79f2784ff1cccd2e2cdb5ac2d2191e7e355877aeb46e52a239ff26c33a3

Observation 8953575c-46b8-4456-8809-84e860077fdb · outbound

This paper cites From Reproduction to Replication: Evaluating Research Agents with Progressive Code Masking.

One Run Is Not an Idea: The Implementation Lottery in Automated Research From Reproduction to Replication: Evaluating Research Agents with Progressive Code Masking

Reference 23

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source=arxiv_source observed=2026-08-01T12:50:06.296626Z digest=sha256:2dd66acb5d2ea1a2ccb958f78126a76b2f2f979a1bebe9812f0020e65a616900

Observation 5f40e7ba-bbdb-4317-9fd8-b27503102485 · outbound

This paper cites an unresolved cited work.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Unresolved cited work

Reference 24

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source=arxiv_source observed=2026-08-01T12:50:06.437213Z digest=sha256:2c1c12546991f72b62539ff91e9edc241eee31e7e15ca47f4d0b0e54751ea409

Observation 11b17925-0d4d-4c04-83d6-de3eb858e7e6 · outbound

This paper cites The Ideation--Execution Gap: Execution Outcomes of.

One Run Is Not an Idea: The Implementation Lottery in Automated Research The Ideation--Execution Gap: Execution Outcomes of

Reference 25

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source=arxiv_source observed=2026-08-01T12:50:06.575546Z digest=sha256:8ee3d2ed4a91abdb826db0406aada8a20e5cd696e31501317432093573debe23

Observation baf57c11-4a1f-4d4a-9f32-6182f0f055f7 · outbound

This paper cites and Liang, Weixin and Sun, Fan-Yun and Haber, Nick , booktitle =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research and Liang, Weixin and Sun, Fan-Yun and Haber, Nick , booktitle =

Reference 26

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source=arxiv_source observed=2026-08-01T12:50:06.758690Z digest=sha256:d49e586c6f6421e7310597b1c7d4db708960c6a06ea5d3cd19e31ea346d24616

Observation 86739275-b7ef-446e-9e91-d13888aeffe3 · outbound

This paper cites AI Scientists Fail Without Strong Implementation Capability.

One Run Is Not an Idea: The Implementation Lottery in Automated Research AI Scientists Fail Without Strong Implementation Capability

Reference 27

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source=arxiv_source observed=2026-08-01T12:50:06.841591Z digest=sha256:5ae09ca1a0821b3ae1f28403b69f18dcce40cbf7adf77c94ab3a8518c6575ff9

Observation d8deb343-5931-4220-971e-a9c22a085af7 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Proceedings of the AAAI Conference on Artificial Intelligence , volume =

Reference 28

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source=arxiv_source observed=2026-08-01T12:50:06.948509Z digest=sha256:51ad54a87e9fb03eed57aa4e8e1cf9f39c0e0771d5ebc51f4a48107808e2b9d5

Observation c37fad12-73cc-4beb-b981-44005dd120ea · outbound

This paper cites Proceedings of Machine Learning and Systems , volume =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Proceedings of Machine Learning and Systems , volume =

Reference 29

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source=arxiv_source observed=2026-08-01T12:50:07.099072Z digest=sha256:470e4987b779357568030ff185b77067e971bb6513c5edd1622e0ef637bec89a

Observation 30416865-c5a0-40c3-bcc0-74ae3e77241f · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Advances in Neural Information Processing Systems , volume =

Reference 30

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source=arxiv_source observed=2026-08-01T12:50:07.315086Z digest=sha256:abaa93a0374766a49a2efca6305d1289f0356c7d086095bfb7077975ead4a466

Observation 19631297-a99f-49f1-bc3a-e3d4aeed9ab2 · outbound

This paper cites 2021 , eprint =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research 2021 , eprint =

Reference 31

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source=arxiv_source observed=2026-08-01T12:50:07.477024Z digest=sha256:f7e6f23cda0bdffd700999283a82d2cc240b4ebc40bcdd430b1e3c7e7973ad69

Observation df1b928c-8929-45d1-93c3-9cd4a67dbd04 · outbound

This paper cites Improving Reproducibility in Machine Learning Research: A Report from the.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Improving Reproducibility in Machine Learning Research: A Report from the

Reference 32

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source=arxiv_source observed=2026-08-01T12:50:07.614459Z digest=sha256:4e5cdb55c116cd0a2729f05d747e19fa621663ad12a598e3fe93652a39d28e64

Observation 4b87e57b-bfc7-4d74-8b39-a67760f15784 · outbound

This paper cites Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency , pages =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency , pages =

Reference 33

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source=arxiv_source observed=2026-08-01T12:50:07.773939Z digest=sha256:df1e67cc7603984d568faea8ac82894b56038273d36f06cbee906357be8dd2af

Observation ddbc9e10-1c5d-43fd-bd2f-d01374e608c5 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Advances in Neural Information Processing Systems , volume =

Reference 34

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source=arxiv_source observed=2026-08-01T12:50:07.897389Z digest=sha256:67109a799d060c71bd429804d8b3a4b3ab33356d009e2e1277568e061bc59c9c

Observation eda4a81a-5d4a-4cf1-9239-c670f648080b · outbound

This paper cites Evaluating Large Language Models Trained on Code.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Evaluating Large Language Models Trained on Code

Reference 35

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source=arxiv_source observed=2026-08-01T12:50:08.009775Z digest=sha256:6ca8336d9e95caa166e7acdcb2e26356bcb13b1225ca98eb7a492b671d7c24e5

Observation ec637b2f-c1dd-4b10-8660-1762073fdc73 · outbound

This paper cites Psychological Bulletin , volume =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Psychological Bulletin , volume =

Reference 36

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source=arxiv_source observed=2026-08-01T12:50:08.181433Z digest=sha256:13edfc3ad06731055eb40f3e6b49d205c160c224de626fa49fc3ff8b2f76d690

Observation 420ea730-b262-4400-bed8-cea33161b978 · outbound

This paper cites 2001 , doi =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research 2001 , doi =

Reference 37

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source=arxiv_source observed=2026-08-01T12:50:08.343451Z digest=sha256:e08397597f4b0ccb8dd149e4a7f3f784969e4bc0a25692d218263cacf9a6b5c2

Observation 1fc3d3d4-b35e-41ea-af10-5bcd290746a6 · outbound

This paper cites and Bischl, Bernd and Torgo, Luis , journal =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research and Bischl, Bernd and Torgo, Luis , journal =

Reference 38

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source=arxiv_source observed=2026-08-01T12:50:08.516080Z digest=sha256:36dd014e396fa524dd1150f0dadf5eeeefbe9e03405ac4ee41a2841e69f3f20a

Observation 0711b329-442a-4065-8444-6555d9ced230 · outbound

This paper cites Benchmarking Materials Property Prediction Methods: The.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Benchmarking Materials Property Prediction Methods: The

Reference 39

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no resolver link, observed 2026-08-01T12:50:08.673326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:50:08.673326Z digest=sha256:0e767dbe98c11e5fe1f2b53acc036ad8f1608ad4d617a4d66a85ca5ffac903c8

Observation 60fca023-149d-43c1-b0b1-d9dde10d6367 · outbound

This paper cites Nature , volume =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Nature , volume =

Reference 40

Resolution
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no resolver link, observed 2026-08-01T12:50:08.827675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:50:08.827675Z digest=sha256:10e34be0819c2ebe95e4b01c9224c10c6d524a9182de4f22c0768bd7d8a6a5c7

Observation 2ff1128d-4ebd-44c9-bebe-1603b540f4ea · outbound

This paper cites Nature , volume =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Nature , volume =

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-01T12:50:09.005092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:50:09.005092Z digest=sha256:598642861c265fcc3db81812be35132f4d5e67e39ab9e20676d1aa6b0185f81c

Observation 97747b65-5ff9-4e4d-9296-7fa4674bdb52 · outbound

This paper cites 2025 , eprint =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research 2025 , eprint =

Reference 42

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unresolved
no resolver link, observed 2026-08-01T12:50:09.110591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:50:09.110591Z digest=sha256:1c257a1b4cf35b10577c472a56c49dff462ad4872347ce4d8ee1749ed123a7f8

Observation e61f2e89-1026-4197-aa24-17d7a838248f · outbound

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

One Run Is Not an Idea: The Implementation Lottery in Automated Research International Conference on Learning Representations , year =

Reference 43

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unresolved
no resolver link, observed 2026-08-01T12:50:09.226819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:50:09.226819Z digest=sha256:c6e18c82766c1b723718aff9ea3aa641889cea163fb790d5d3c3a1db13a859fa

Observation f776d012-4939-4f9b-94d3-83555f17e9d3 · outbound

This paper cites an unresolved cited work.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-01T12:50:09.369681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:50:09.369681Z digest=sha256:a56746ecceba45ac0416d27467b565a96182e3ec76b7dc954c0e3eee8b291a16

Observation 1593ecdc-303b-4220-947e-0996d694d508 · outbound

This paper cites Proceedings of the 39th International Conference on Machine Learning , series =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Proceedings of the 39th International Conference on Machine Learning , series =

Reference 45

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unresolved
no resolver link, observed 2026-08-01T12:50:09.530623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:50:09.530623Z digest=sha256:f8aebb4bb6f0b574baa4f4ac3fdd943a2343d757a59fceb5a281993658285559

Observation 1531f071-7ecf-4fa3-9be6-e4da153df8d1 · outbound

This paper cites Computational Materials Science , volume =.

One Run Is Not an Idea: The Implementation Lottery in Automated Research Computational Materials Science , volume =

Reference 46

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unresolved
no resolver link, observed 2026-08-01T12:50:09.660337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:50:09.660337Z digest=sha256:45449ae054e9464f995b17c3052079e800f686fa1a796d10a28ccb3b45482b0a

Observation fadcef1b-3686-41de-828f-c9573261d9fb · outbound

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

One Run Is Not an Idea: The Implementation Lottery in Automated Research Transactions on Machine Learning Research , year =

Reference 47

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unresolved
no resolver link, observed 2026-08-01T12:50:09.765318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T12:50:09.765318Z digest=sha256:d955fd15cf1daba76bdfcb2d90a9f9ca7ec6e37ef582ec3899abe4875c91331c

Pith citing papers

No inbound Pith citation observations are available.