Paper Citation Record · LEDGER

Recovering Wasted Compute in Autoresearch Agents

As of 15 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2608.10424.

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

pith.paper-citation-record.v1
2608.10424 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:26:19.498507Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

25 of 25 outbound references displayed

verified exact0
verified fuzzy6
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8069c31b-1b43-48f1-939c-bb5a56a37d28 · outbound

This paper cites MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery.

Recovering Wasted Compute in Autoresearch Agents MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.366529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42fe27aa-f26d-4b44-9dab-8002aef9fb01 · outbound

This paper cites Miller and Abhishek Charnalia and Derek Dunfield and Carole-Jean Wu and Pontus Stenetorp and Nicola Cancedda and Jakob Nicolaus Foerster and Yoram Bachrach , year=.

Recovering Wasted Compute in Autoresearch Agents Miller and Abhishek Charnalia and Derek Dunfield and Carole-Jean Wu and Pontus Stenetorp and Nicola Cancedda and Jakob Nicolaus Foerster and Yoram Bachrach , year=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.373944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 874b71ee-d07d-493d-a046-89fc45d85dc1 · outbound

This paper cites 2025 , url=.

Recovering Wasted Compute in Autoresearch Agents 2025 , url=

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:26:20.031084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f7720447-832f-459f-ae55-d62975cb6dce · outbound

This paper cites MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering.

Recovering Wasted Compute in Autoresearch Agents MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.384819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32a66a14-581f-4471-86f3-471890fd5658 · outbound

This paper cites DSBench: How Far Are Data Science Agents from Becoming Data Science Experts?.

Recovering Wasted Compute in Autoresearch Agents DSBench: How Far Are Data Science Agents from Becoming Data Science Experts?

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.390627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d1d906a-6b63-45de-b32e-ecf62784eeeb · outbound

This paper cites Proceedings of the 41st International Conference on Machine Learning , pages =.

Recovering Wasted Compute in Autoresearch Agents Proceedings of the 41st International Conference on Machine Learning , pages =

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:26:20.010400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b15b201a-8888-49e2-b2bb-6e16be3dc847 · outbound

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

Recovering Wasted Compute in Autoresearch Agents International Conference on Learning Representations (ICLR) , year=

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.400856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 855748d9-b91e-427e-86be-9bb54eabf13e · outbound

This paper cites 2024 , url=.

Recovering Wasted Compute in Autoresearch Agents 2024 , url=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.405669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fcaeaf3-ddea-4815-b0e4-23dff9a3dfef · outbound

This paper cites A survey on large language model based autonomous agents , volume=.

Recovering Wasted Compute in Autoresearch Agents A survey on large language model based autonomous agents , volume=

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.410506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cdfe4a8-feca-4f6d-9b8d-e16cc4283709 · outbound

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

Recovering Wasted Compute in Autoresearch Agents Transactions on Machine Learning Research , issn=

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.416390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbf675f2-2b04-4e11-bba6-34395f0ce338 · outbound

This paper cites ThinkRepair: Self-Directed Automated Program Repair.

Recovering Wasted Compute in Autoresearch Agents ThinkRepair: Self-Directed Automated Program Repair

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.421254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38a30064-8dbe-4025-b454-9c8ce1e021bd · outbound

This paper cites Journal of Machine Learning Research , year =.

Recovering Wasted Compute in Autoresearch Agents Journal of Machine Learning Research , year =

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.427117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6e80df2-517c-4718-8c53-dd434870d256 · outbound

This paper cites and Moore, Jason H.

Recovering Wasted Compute in Autoresearch Agents and Moore, Jason H

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:26:19.943033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8321aa33-a799-4bf1-8d0b-bdd80b37d4ed · outbound

This paper cites FLAML: A Fast and Lightweight AutoML Library.

Recovering Wasted Compute in Autoresearch Agents FLAML: A Fast and Lightweight AutoML Library

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.437032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7c7a32e-914c-498f-8e83-5283530e9878 · outbound

This paper cites an unresolved cited work.

Recovering Wasted Compute in Autoresearch Agents Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T14:26:19.924559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f938449d-28a1-4cf9-a9b8-9f03aa2a8f8d · outbound

This paper cites PMLBmini: A Tabular Classification Benchmark Suite for Data-Scarce Applications.

Recovering Wasted Compute in Autoresearch Agents PMLBmini: A Tabular Classification Benchmark Suite for Data-Scarce Applications

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.448612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d05b3bb4-cef7-45ad-aee5-417225563078 · outbound

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

Recovering Wasted Compute in Autoresearch Agents AIDE: AI-Driven Exploration in the Space of Code

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.453977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 482f4eca-d6d4-4cca-9f95-6d39bd0f302a · outbound

This paper cites 2025 , eprint=.

Recovering Wasted Compute in Autoresearch Agents 2025 , eprint=

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.459459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ba0a8c5-4189-4549-997a-73b4de388fe2 · outbound

This paper cites ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning.

Recovering Wasted Compute in Autoresearch Agents ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.464207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4941308d-ae97-4d34-8465-95d824f8335b · outbound

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

Recovering Wasted Compute in Autoresearch Agents MLGym: A New Framework and Benchmark for Advancing AI Research Agents

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.472673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03b0f9b0-0eff-4699-9fda-af4c8c066861 · outbound

This paper cites ACM Comput.

Recovering Wasted Compute in Autoresearch Agents ACM Comput

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.478001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6590b067-841e-494b-9672-a79ec6b55cf3 · outbound

This paper cites 2025 , url=.

Recovering Wasted Compute in Autoresearch Agents 2025 , url=

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:26:19.884922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d5b8ef83-e296-4372-8dc2-c37b6c68f812 · outbound

This paper cites 2025 , url=.

Recovering Wasted Compute in Autoresearch Agents 2025 , url=

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:26:19.868895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 78c770f5-7595-44b4-a5fe-90fd34fdc65b · outbound

This paper cites Proceedings of the 41st International Conference on Machine Learning , pages =.

Recovering Wasted Compute in Autoresearch Agents Proceedings of the 41st International Conference on Machine Learning , pages =

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:26:19.851081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d4aa6015-3c5a-4ad9-b0c2-954f599b0b03 · outbound

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

Recovering Wasted Compute in Autoresearch Agents The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:19.498507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.