Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T17:06:26.773812Z
Paper Citation Record · LEDGER
ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows
As of 12 August 2026, this Paper Citation Record lists 9 of 9 outbound references and 6 inbound Pith citation observations for arXiv:2502.00964.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:49:04.506588Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-30T19:05:00.939699Z
Reference resolution
9 of 9 outbound references displayed
- verified exact0
- verified fuzzy5
- unresolved4
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 3c4753bd-b585-4cfe-9898-b1b2965f5585 · outbound
This paper cites write newline.
ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows write newline
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T17:06:26.722864Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8217769e-db29-482b-af97-40573b29935b · outbound
This paper cites Program synthesis with large language models, 2021.
ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows Program synthesis with large language models, 2021
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T17:06:26.729693Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c1ef3d7-93bd-4946-92f2-8b176be502f5 · outbound
This paper cites Mle-bench: Evaluating machine learning agents on machine learning engineering, 2024.
ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows Mle-bench: Evaluating machine learning agents on machine learning engineering, 2024
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:06:26.941455Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0127cd28-a6e0-4457-a703-82413003d552 · outbound
This paper cites Imagenette.
ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows Imagenette
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:06:26.917512Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0a65d93f-cf79-49e7-b564-ca45ae337d83 · outbound
This paper cites Mlagentbench: Evaluating language agents on machine learning experimentation, 2024.
ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows Mlagentbench: Evaluating language agents on machine learning experimentation, 2024
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:06:26.895909Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 94bac6e4-7d07-4e63-adc0-06ed9f379220 · outbound
This paper cites Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik Narasimhan.
ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik Narasimhan
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T17:06:26.755541Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e5efd7f-945b-4efd-8e0d-286914883f82 · outbound
This paper cites Ml-bench: Evaluating large language models and agents for machine learning tasks on repository-level code, 2024.
ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows Ml-bench: Evaluating large language models and agents for machine learning tasks on repository-level code, 2024
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:06:26.866974Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b56fe7ed-a73f-47d0-90b7-004f6c047411 · outbound
This paper cites Xu, Xiangru Tang, Mingchen Zhuge, Jiayi Pan, Yueqi Song, Bowen Li, Jaskirat Singh, Hoang H.
ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows Xu, Xiangru Tang, Mingchen Zhuge, Jiayi Pan, Yueqi Song, Bowen Li, Jaskirat Singh, Hoang H
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-09T17:06:26.845831Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c6ad4745-af62-466d-b8e3-a1126e3b4913 · outbound
This paper cites React: Synergizing reasoning and acting in language models, 2023.
ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows React: Synergizing reasoning and acting in language models, 2023
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T17:06:26.773812Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 0beef106-8e32-460f-ac4f-fb8be80c23bf · inbound
AI Scientists Fail Without Strong Implementation Capability cites this paper.
AI Scientists Fail Without Strong Implementation Capability ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:49:04.506588Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 560361e4-aec9-4c8a-8535-08f6237a660f · inbound
RExBench: Can coding agents autonomously implement AI research extensions? cites this paper.
RExBench: Can coding agents autonomously implement AI research extensions? ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows
Reference 35
- Resolution
- verified exact
- arxiv_id, observed 2026-05-19T07:37:08.916542Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d2935d8f-ecb8-4424-b53e-823fb388506f · inbound
How Far Are AI Scientists from Changing the World? cites this paper.
How Far Are AI Scientists from Changing the World? ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows
Reference 122
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T10:55:14.931704Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 090899ee-1e72-423a-ab1a-cdd33192a375 · inbound
FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics cites this paper.
FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows
Reference 39
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:28:21.397811Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cc480f07-cbee-42dd-a438-fc8875d30cdb · inbound
FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics cites this paper.
FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows
Reference 39
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T19:05:00.941301Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0f4065f3-5a16-4462-9a48-8fe445ebb60c · inbound
Rethinking AI Cloud Infrastructure for Agentic Serving Systems with the Aries Experimentation Framework cites this paper.
Rethinking AI Cloud Infrastructure for Agentic Serving Systems with the Aries Experimentation Framework ML-Dev-Bench: Comparative Analysis of AI Agents on ML development workflows
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T14:14:12.016405Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.