Paper Citation Record · LEDGER

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms

As of 7 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 4 inbound Pith citation observations for arXiv:2505.21034.

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

pith.paper-citation-record.v1
2505.21034 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:47:26.097601Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T20:55:41.762593Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-25T04:55:23.285324Z

Reference resolution

24 of 24 outbound references displayed

verified exact2
verified fuzzy4
unresolved12
parse uncertain0
malformed identifier4
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 221932de-111c-4e98-aae9-8648f9fede56 · outbound

This paper cites Figure from https://coco-platform.org/testsuites/bbob/ functions/f09.html.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms Figure from https://coco-platform.org/testsuites/bbob/ functions/f09.html

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:47:28.219476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c4368323-60a7-45d4-9dcc-edd68c809049 · outbound

This paper cites Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T13:47:24.306918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4842869-b641-445e-a3a1-cb2c49350940 · outbound

This paper cites doi: 10.1007/978-3-030-05318-5_1.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms doi: 10.1007/978-3-030-05318-5_1

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:47:24.394555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ba33e2e-2507-4279-a4d9-e27370da00c8 · outbound

This paper cites TrustRegionAdaptiveTempBOv2.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms TrustRegionAdaptiveTempBOv2

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:47:27.987656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 09a88554-136a-4278-bd45-87a05c894f07 · outbound

This paper cites an unresolved cited work.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T13:47:24.622548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e38da6e-8306-4194-9371-5acda31dfc19 · outbound

This paper cites doi: 10.1007/978-981-15-0731-1_3.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms doi: 10.1007/978-981-15-0731-1_3

Reference 13

Resolution: verified exact; doi, observed 2026-08-07T13:47:26.450532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 28eb9510-5520-49e2-b947-bc4ddf488e4b · outbound

This paper cites an unresolved cited work.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T13:47:24.912548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7958a0b3-e469-43a0-8407-64f9feabb29e · outbound

This paper cites Pluhacek, J.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms Pluhacek, J

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:47:28.576968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b7ad5287-dd0c-4669-a541-fc0a71a0be2e · outbound

This paper cites ISBN 9798400704956.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms ISBN 9798400704956

Reference 17

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T13:47:27.415462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8591b592-1d23-45cc-89cd-de519527da46 · outbound

This paper cites URL https: //doi.org/10.1145/3731567.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms URL https: //doi.org/10.1145/3731567

Reference 19

Resolution: verified exact; doi, observed 2026-08-07T13:47:26.248669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4eb7a753-34f3-475f-a39d-ee8afc70f5df · outbound

This paper cites an unresolved cited work.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T13:47:25.795680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a72224ce-c784-4746-ab60-ffda3fa4612d · outbound

This paper cites an unresolved cited work.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:47:28.431840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ec1e8773-3feb-41c0-86aa-279c739856b6 · outbound

This paper cites doi: 10.1023/A: 1010933404324.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms doi: 10.1023/A: 1010933404324

Reference 2001

Resolution: malformed identifier; no resolver link, observed 2026-08-07T13:47:24.091755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e719a5b7-074c-458e-ad94-05c6749f561d · outbound

This paper cites doi: 10.1007/s10994-006-6226-1.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms doi: 10.1007/s10994-006-6226-1

Reference 2006

Resolution: unresolved; no resolver link, observed 2026-08-07T13:47:24.518886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8b7351f-7d1c-4aed-8d22-89dfed9d446a · outbound

This paper cites doi: 10.1287/ijoc.1080.0314.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms doi: 10.1287/ijoc.1080.0314

Reference 2009

Resolution: unresolved; no resolver link, observed 2026-08-07T13:47:24.470204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 261443fb-8d2d-42b6-865c-eadc263da94b · outbound

This paper cites $\pi$BO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms $\pi$BO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-07T13:47:24.679388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47e798a9-b3bb-416f-ab50-5c0b21fcb9c5 · outbound

This paper cites an unresolved cited work.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms Unresolved cited work

Reference 2017

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T13:47:26.972807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b5d02076-d81a-4031-bdd9-6e4f79458ded · outbound

This paper cites Anonymized Repository - Anonymous GitHub.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms Anonymized Repository - Anonymous GitHub

Reference 2019

Resolution: malformed identifier; no resolver link, observed 2026-08-07T13:47:23.969145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dea14b4-e1e0-41f8-af6d-2e086cf0e546 · outbound

This paper cites BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-07T13:47:24.035556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 137d05f1-04ee-49b3-96a3-fb7b640d4f9b · outbound

This paper cites doi: 10.1145/3425501.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms doi: 10.1145/3425501

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-07T13:47:24.169806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf2350b9-72ff-4611-a8fa-854cc15db350 · outbound

This paper cites Algorithm Evolution Using Large Language Model.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms Algorithm Evolution Using Large Language Model

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-07T13:47:24.856382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3119018e-1819-4b0f-90be-66a56ff41ede · outbound

This paper cites Hansen, S.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms Hansen, S

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:47:28.756782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 58d31779-2a38-4963-884c-70e49c978311 · outbound

This paper cites High-Dimensional Bayesian Optimization with Sparse Axis-Aligned Subspaces.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms High-Dimensional Bayesian Optimization with Sparse Axis-Aligned Subspaces

Reference 2024

Resolution: malformed identifier; no resolver link, observed 2026-08-07T13:47:24.246738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9bbc395-6e9a-4653-828a-8d2f7c4bde59 · outbound

This paper cites 2024.3497793.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms 2024.3497793

Reference 2025

Resolution: malformed identifier; no resolver link, observed 2026-08-07T13:47:25.355511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 08be9b8a-209c-4232-b185-b2dc4d7cf212 · inbound

A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving cites this paper.

A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms

Reference 175

Resolution: unresolved; no resolver link, observed 2026-08-04T20:55:41.762593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8eb7bce3-5eb8-4fd2-a6fc-5a6a3cbbc231 · inbound

Automated Kernel Discovery Towards Understanding High-dimensional Bayesian Optimization cites this paper.

Automated Kernel Discovery Towards Understanding High-dimensional Bayesian Optimization LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:29:52.972023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 94bcbf47-9791-481c-b49d-3f64dc137045 · inbound

An Open-Source Training Dataset for Foundation Models for Black-box Optimization cites this paper.

An Open-Source Training Dataset for Foundation Models for Black-box Optimization LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-25T04:55:23.288524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c537e613-e32d-4133-bf92-f9cbe8574141 · inbound

LLM-Driven Evolutionary Generation of Multi-Objective Bayesian Optimization Algorithms cites this paper.

LLM-Driven Evolutionary Generation of Multi-Objective Bayesian Optimization Algorithms LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-13T06:57:14.869696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.