Paper Citation Record · LEDGER

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search

As of 19 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 8 inbound Pith citation observations for arXiv:2504.19636.

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

pith.paper-citation-record.v1
2504.19636 v3

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:50:08.945545Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:32:41.731576Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T15:15:48.109376Z

Reference resolution

43 of 43 outbound references displayed

verified exact0
verified fuzzy29
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 52a7d37d-fb9a-477e-a7ec-11ff046e098b · outbound

This paper cites Evolution of heuristics: Towards efficient automatic algo- rithm design using large language model,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Evolution of heuristics: Towards efficient automatic algo- rithm design using large language model,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.809510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 124c1bb5-cdff-469c-a6e1-dc9dceda4d18 · outbound

This paper cites Multi-objective evolution of heuristic using large language model,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Multi-objective evolution of heuristic using large language model,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.792591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 22ec7b75-3f66-4a52-8d78-b2a019004016 · outbound

This paper cites Mathematical discoveries from program search with large language models,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Mathematical discoveries from program search with large language models,

Reference 3

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Source-reported events for the cited work

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Observation 9a6fd507-3b0b-452c-b225-9305d4257961 · outbound

This paper cites Reevo: Large language models as hyper-heuristics with reflective evolution,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Reevo: Large language models as hyper-heuristics with reflective evolution,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T05:50:08.726543Z

Source-reported events for the cited work

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Observation 277c78f1-4006-43c8-bbae-bb8f1143c3b4 · outbound

This paper cites Llamea: A large language model evolutionary algorithm for automatically generating metaheuristics,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Llamea: A large language model evolutionary algorithm for automatically generating metaheuristics,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T05:50:08.732329Z

Source-reported events for the cited work

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Observation 5dcce41e-6b53-4655-8b3d-ad8afc314943 · outbound

This paper cites In-the-loop hyper-parameter optimization for llm-based automated design of heuristics,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search In-the-loop hyper-parameter optimization for llm-based automated design of heuristics,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.742006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7b0c78e4-2d46-49af-be92-b9d0d5fd9b60 · outbound

This paper cites Evolutionary computation in the era of large language model: Survey and roadmap,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Evolutionary computation in the era of large language model: Survey and roadmap,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.722705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f2a07d8f-69ec-47b5-a9be-ed322d17da20 · outbound

This paper cites A systematic survey on large language models for algorithm design,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search A systematic survey on large language models for algorithm design,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T05:50:08.750177Z

Source-reported events for the cited work

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Observation 737e9b12-5153-4d1b-acab-146da5f32ee9 · outbound

This paper cites Understanding the importance of evolutionary search in automated heuristic design with large language models,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Understanding the importance of evolutionary search in automated heuristic design with large language models,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T05:50:08.755376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 132ae915-ff02-49e2-9622-6b872280a34d · outbound

This paper cites Physics of Language Models: Part 3.1, Knowledge Storage and Extraction.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Physics of Language Models: Part 3.1, Knowledge Storage and Extraction

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T05:50:08.760089Z

Source-reported events for the cited work

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Observation 7b096623-14f9-4bdc-add8-ee6f79a3906d · outbound

This paper cites A survey of techniques for characterising fitness landscapes and some possible ways forward,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search A survey of techniques for characterising fitness landscapes and some possible ways forward,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.695315Z

Source-reported events for the cited work

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Observation 4dbe62cc-3fd6-4256-8dd4-9cdbe4a14ace · outbound

This paper cites A survey of fitness landscape analysis for optimization,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search A survey of fitness landscape analysis for optimization,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.679195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 10426d46-a130-48cb-a51d-986cf8f57820 · outbound

This paper cites Local optima networks: A new model of combinatorial fitness landscapes,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Local optima networks: A new model of combinatorial fitness landscapes,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.662590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 41949b1e-81d5-4041-9aa3-aef8a5eddcb0 · outbound

This paper cites Homotopic convex transformation: A new landscape smoothing method for the traveling salesman problem,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Homotopic convex transformation: A new landscape smoothing method for the traveling salesman problem,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.646626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d55e4984-b7a6-4cf0-abae-cd9113d80d02 · outbound

This paper cites Fitness landscape optimization makes stochastic symbolic search by genetic programming easier,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Fitness landscape optimization makes stochastic symbolic search by genetic programming easier,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.627398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0bb20ec5-c12f-4ffd-9ecd-2679046784ee · outbound

This paper cites Fitness landscape analysis of convolutional neural network architectures for image classification,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Fitness landscape analysis of convolutional neural network architectures for image classification,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.611312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5fc152f5-3854-411f-9d8d-9b4b38fe4fef · outbound

This paper cites Landscape analysis based vs. domain-specific optimization for engineering design applications: A clear case,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Landscape analysis based vs. domain-specific optimization for engineering design applications: A clear case,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.593891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 939a9487-9c2b-47ac-9dfb-6c9a6de1a78a · outbound

This paper cites On the effects of smoothing rugged landscape by different toy problems: A case study on ubqp,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search On the effects of smoothing rugged landscape by different toy problems: A case study on ubqp,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.576037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation de34caef-5d28-4475-a8af-26afc019de09 · outbound

This paper cites Stalling in space: Attractor analysis for any algorithm,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Stalling in space: Attractor analysis for any algorithm,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.559350Z

Source-reported events for the cited work

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Observation 3feac9d5-1e7f-4701-a784-8e377c47402f · outbound

This paper cites Code evolution graphs: Understanding large language model driven design of algo- rithms,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Code evolution graphs: Understanding large language model driven design of algo- rithms,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.542236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d84a30e9-4d14-44ee-b00e-475605342b5b · outbound

This paper cites Hyper-heuristics: A survey of the state of the art,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Hyper-heuristics: A survey of the state of the art,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.524143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 86d500ef-88e5-4311-b9c5-146ef569bfd7 · outbound

This paper cites Automated design of metaheuristic algorithms,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Automated design of metaheuristic algorithms,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.507073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cff3d269-e912-4afa-918c-615b14a47510 · outbound

This paper cites Pillay and R.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Pillay and R

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.488341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a5e6c5f1-fdc8-48de-881b-7b23c3325374 · outbound

This paper cites Toward automated algorithm design: A survey and practical guide to meta-black-box- optimization,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Toward automated algorithm design: A survey and practical guide to meta-black-box- optimization,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.470504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0d129b9f-da2e-4721-a46d-8475c6bbe6e6 · outbound

This paper cites Automated algorithm selection: Survey and perspectives,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Automated algorithm selection: Survey and perspectives,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.453489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4f728efe-5f0c-4cba-8ba8-987f412736b2 · outbound

This paper cites Automl loss landscapes,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Automl loss landscapes,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.436561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 119cc22b-14fb-4cc5-a3c8-637e74db64c0 · outbound

This paper cites Automated design of search algorithms: Learning on algorithmic components,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Automated design of search algorithms: Learning on algorithmic components,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.419979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8b3bac75-5f12-4b63-bc90-6b76238ee929 · outbound

This paper cites an unresolved cited work.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T05:50:08.855237Z

Source-reported events for the cited work

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Observation 8fb8d7ae-5f9b-4b5a-b6e1-8150fa5dcccd · outbound

This paper cites Explainable artifi- cial intelligence by genetic programming: A survey,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Explainable artifi- cial intelligence by genetic programming: A survey,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T05:50:08.860682Z

Source-reported events for the cited work

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Observation 8578d50a-9c68-4af9-8e90-445f88a67959 · outbound

This paper cites Survey on genetic programming and machine learning techniques for heuristic design in job shop scheduling,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Survey on genetic programming and machine learning techniques for heuristic design in job shop scheduling,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.378105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 77c1fd45-6969-4454-8cbc-3cf9d546f680 · outbound

This paper cites Evolving code with a large language model,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Evolving code with a large language model,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.361199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 30581b89-5300-4b42-9fee-3bd7ae067c04 · outbound

This paper cites Fitness landscapes,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Fitness landscapes,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.342220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation aae4d0b4-0525-4b82-a424-9b4b7adeac4d · outbound

This paper cites A study of nk landscapes’ basins and local optima networks,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search A study of nk landscapes’ basins and local optima networks,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.325548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 546bcecf-9050-4662-b2bc-19f727e784e1 · outbound

This paper cites Search trajectory networks of population-based algorithms in continuous spaces,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Search trajectory networks of population-based algorithms in continuous spaces,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.307006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6666ea99-9c89-433e-ad70-5ab733d5a893 · outbound

This paper cites Algorithm Evolution Using Large Language Model.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Algorithm Evolution Using Large Language Model

Reference 35

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Source-reported events for the cited work

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Observation 42abd8b1-a976-42d1-a263-91ded7946105 · outbound

This paper cites Llm4ad: A platform for algorithm design with large language model,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Llm4ad: A platform for algorithm design with large language model,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T05:50:08.905156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d82cffbc-854d-4619-9c24-8ecd2d35af59 · outbound

This paper cites OpenAI Gym.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search OpenAI Gym

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T05:50:08.911346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ebab23f-b87f-4999-bfb7-0b9df532d16c · outbound

This paper cites LLM-SR: Scientific equation discovery via programming with large language models,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search LLM-SR: Scientific equation discovery via programming with large language models,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.290147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5356c8be-1462-4fa0-83aa-006a0829d50b · outbound

This paper cites CST-LLM: Enhancing airfoil parameterization method with large language model,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search CST-LLM: Enhancing airfoil parameterization method with large language model,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.272129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7032a3d9-8587-4675-93f9-732324c9c539 · outbound

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

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T05:50:08.927568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaa41f23-e525-4a72-a504-02e578d3b046 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Bleu: a method for automatic evaluation of machine translation,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T05:50:08.933940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 911183e0-d25c-4e53-b2e4-36ba233e9a33 · outbound

This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T05:50:08.939561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation debbc954-3590-4044-bc46-77e446e586a7 · outbound

This paper cites Graphcodebert: Pre-training code rep- resentations with data flow,.

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Graphcodebert: Pre-training code rep- resentations with data flow,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:50:09.241989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 7c9974fc-5213-4946-a292-666109b5adb0 · 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 Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search

Reference 174

Resolution: unresolved; no resolver link, observed 2026-08-04T20:55:41.758892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd699383-9812-4b49-94c9-053b36395ae4 · inbound

Glia: A Human-Inspired AI for Automated Systems Design and Optimization cites this paper.

Glia: A Human-Inspired AI for Automated Systems Design and Optimization Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-18T03:30:50.997303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5da61b47-c5f9-4b91-a2f9-b408ee695bb7 · inbound

What Makes an LLM a Good Optimizer? A Trajectory Analysis of LLM-Guided Evolutionary Search cites this paper.

What Makes an LLM a Good Optimizer? A Trajectory Analysis of LLM-Guided Evolutionary Search Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T13:06:05.601884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f27d76e6-f4e1-493f-ac5e-df39b01b640c · inbound

PACEvolve++: Improving Test-time Learning for Evolutionary Search Agents cites this paper.

PACEvolve++: Improving Test-time Learning for Evolutionary Search Agents Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:00:56.278920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 649f9633-504b-4013-b154-79f06985e372 · inbound

What Do Evolutionary Coding Agents Evolve? cites this paper.

What Do Evolutionary Coding Agents Evolve? Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search

Reference 67

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T03:48:03.294662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 424a5b3b-447a-4b32-8e18-f051d08ba991 · inbound

Large Language Models for Operations Research: A Comprehensive Survey cites this paper.

Large Language Models for Operations Research: A Comprehensive Survey Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search

Reference 73

Resolution: verified exact; arxiv_id, observed 2026-05-21T03:59:32.494557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 21260884-e9a4-4a10-a296-f3126e122ac7 · inbound

Semantics-Aware Bilevel Co-Evolution: Towards Automated Multicomponent Algorithm Design cites this paper.

Semantics-Aware Bilevel Co-Evolution: Towards Automated Multicomponent Algorithm Design Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T15:15:48.110884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c367ffd6-330f-46b2-b732-e64e5e18bc9b · inbound

PACE: Primitive-Aware Code Evolution for Automated Algorithm Design cites this paper.

PACE: Primitive-Aware Code Evolution for Automated Algorithm Design Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T14:32:41.731576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.