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Paper Citation Record · LEDGER

FunL2O: LLM-Guided Feature Function Design for Learning to Optimize

As of 8 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2607.27389.

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

pith.paper-citation-record.v1
2607.27389 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T08:19:21.040100Z

measured 12 of 12 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

12 of 12 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved11
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d085b85d-e156-4628-873f-8d07cb166f36 · outbound

This paper cites Table 11: Simplex-oriented host results, averaged over three independent, seed-paired repetitions.

FunL2O: LLM-Guided Feature Function Design for Learning to Optimize Table 11: Simplex-oriented host results, averaged over three independent, seed-paired repetitions

Reference 1

Resolution
malformed identifier
no resolver link, observed 2026-08-01T08:19:21.040100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:19:21.040100Z digest=sha256:f70c5c2151402f4084eddcb4f56e3b22c4fbec17ddd60d9df88d757ca2c5f0ca

Observation ff80655f-07de-4c17-9b0b-c2df770e7a7f · outbound

This paper cites Domain-Aware Machine Learning for Accelerating MILP-Based Motion Planning with Temporal Logic and Chance Constraints.

FunL2O: LLM-Guided Feature Function Design for Learning to Optimize Domain-Aware Machine Learning for Accelerating MILP-Based Motion Planning with Temporal Logic and Chance Constraints

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-01T08:19:20.308277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:19:20.308277Z digest=sha256:4ee1ae369dbe97109b3fd4948a6e8f82b1b5203889cd430c3d944437947da353

Observation 87da2600-03e3-4c8f-9f5a-42b2140032ce · outbound

This paper cites InForty-first International Conference on Machine Learning.

FunL2O: LLM-Guided Feature Function Design for Learning to Optimize InForty-first International Conference on Machine Learning

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-01T08:19:20.599332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:19:20.599332Z digest=sha256:058e50d4201925012c01fbc768a8b17f99362e9e6f4b265f4f10f28ed202a2c0

Observation 7b12320a-a88f-44ca-8bb8-c682cb66f6fc · outbound

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

FunL2O: LLM-Guided Feature Function Design for Learning to Optimize AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-01T08:19:20.791111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:19:20.791111Z digest=sha256:467f83b44ef41b7ca12a9d0fcb77db0ea80bceed185de74c37ed98363f40c432

Observation 55e08ec9-198b-45a3-8d2b-c61907b0248c · outbound

This paper cites Sun,J.;Zhang,L.;Chen,G.;Xu,P.;Zhang,K.;andYang,Y.

FunL2O: LLM-Guided Feature Function Design for Learning to Optimize Sun,J.;Zhang,L.;Chen,G.;Xu,P.;Zhang,K.;andYang,Y

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-01T08:19:20.890592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:19:20.890592Z digest=sha256:b92e5e9766c32059a578d5e9e8b3ce424864c2c31e7ada827f5c88549a3f21e7

Observation a5465cc0-2d50-45f3-b013-bad375208658 · outbound

This paper cites anthropic.com/news/claude-opus-4-8.

FunL2O: LLM-Guided Feature Function Design for Learning to Optimize anthropic.com/news/claude-opus-4-8

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-01T08:19:20.147565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:19:20.147565Z digest=sha256:1a7adfc70a666a41ad83ce9ce1546dd962dca272788fe93a7a6469c3fd4d1ff6

Observation 5dd5b8d3-a212-4bd4-b15b-e1921e98222a · outbound

This paper cites Gemini3.1Pro.

FunL2O: LLM-Guided Feature Function Design for Learning to Optimize Gemini3.1Pro

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-01T08:19:20.470938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:19:20.470938Z digest=sha256:1d190d862ec47f812761203dda482958571410e56e496c305c6fe5bf573fe173

Observation 4bfd7d54-760a-4b7c-837f-f3577d33526e · outbound

This paper cites Version, 12(1987-2018):.

FunL2O: LLM-Guided Feature Function Design for Learning to Optimize Version, 12(1987-2018):

Reference 1987

Resolution
unresolved
no resolver link, observed 2026-08-01T08:19:20.680711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:19:20.680711Z digest=sha256:dd23aa14c39fc2fb8dc772fad3029d929987d5e6afc5b0e5998aab42a2dd2ae6

Observation 735e0c8c-32b2-4f41-84a4-0417af0f821e · outbound

This paper cites Chen,T.;Zhang,W.;Jingyang,Z.;Chang,S.;Liu,S.;Amini, L.;andWang,Z.2020.

FunL2O: LLM-Guided Feature Function Design for Learning to Optimize Chen,T.;Zhang,W.;Jingyang,Z.;Chang,S.;Liu,S.;Amini, L.;andWang,Z.2020

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-01T08:19:20.375188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:19:20.375188Z digest=sha256:9bee7eef2679faa06a8dabdcca85e05b2fa81558c8485478223ad5300f9f1d89

Observation 07e70c77-9a1f-44dc-9a8f-0db102a4bdab · outbound

This paper cites M-L2O: Towards Generalizable Learning-to-Optimize by Test-Time Fast Self-Adaptation.

FunL2O: LLM-Guided Feature Function Design for Learning to Optimize M-L2O: Towards Generalizable Learning-to-Optimize by Test-Time Fast Self-Adaptation

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-01T08:19:20.989431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:19:20.989431Z digest=sha256:e9f4c5b4b529a93ed6498632adad50ebe7d72a0527b946d514bb2c06b76a682c

Observation bf98b73f-7bf8-4e5f-ad25-b5b4daf27153 · outbound

This paper cites InECAI 2024, 2418–2425.

FunL2O: LLM-Guided Feature Function Design for Learning to Optimize InECAI 2024, 2418–2425

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-01T08:19:20.212537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:19:20.212537Z digest=sha256:32d12a6fff9486e6ad9d678131f6c11df88974128d5ab7da0cb6c007d6924edb

Observation 68e48dd4-46d0-48fc-894b-0319a8384b65 · outbound

This paper cites LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers.

FunL2O: LLM-Guided Feature Function Design for Learning to Optimize LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-01T08:19:20.053963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:19:20.053963Z digest=sha256:26b674ead5a477d7d6947d070685857cad5a737f6178735ea736a7651f78007f

Pith citing papers

No inbound Pith citation observations are available.