Paper Citation Record · LEDGER

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem

As of 7 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2509.02297.

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

pith.paper-citation-record.v1
2509.02297 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:49:11.205063Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

38 of 38 outbound references displayed

verified exact0
verified fuzzy27
unresolved9
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c0767e4d-402c-462d-9215-6ccf17682382 · outbound

This paper cites OptiMUS: Scalable Optimization Modeling with (MI)LP Solvers and Large Language Models.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem OptiMUS: Scalable Optimization Modeling with (MI)LP Solvers and Large Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T11:49:08.220110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0959e616-d5bb-4f45-88c1-991eaa72a138 · outbound

This paper cites A survey of genetic programming and its applications.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem A survey of genetic programming and its applications

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:15.945517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6c1437a0-ebb5-4678-ad36-8d4d5a4ecdd3 · outbound

This paper cites On-line three-dimensional packing problems: A review of off-line and on-line solution approaches.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem On-line three-dimensional packing problems: A review of off-line and on-line solution approaches

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:15.785773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b0e8066f-4963-43b6-8f19-c393f07f83a7 · outbound

This paper cites Mathematical models for multi container loading problems with practical constraints.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Mathematical models for multi container loading problems with practical constraints

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:15.641029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b195399e-9fb8-4d17-9783-39adcd984786 · outbound

This paper cites Eine heuristik für multiple containerladeprobleme: A heuristic for multiple container loading problems.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Eine heuristik für multiple containerladeprobleme: A heuristic for multiple container loading problems

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:15.498368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 65190b3f-bdfd-4208-94df-605219121095 · outbound

This paper cites Constraints in container loading–a state-of-the-art review.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Constraints in container loading–a state-of-the-art review

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:15.332207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e3f60b7b-bd44-427c-9313-ec7eadfeb37e · outbound

This paper cites The multiple container loading cost minimization problem.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem The multiple container loading cost minimization problem

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:15.189330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 685bf6d9-e3e7-4ac5-976a-b81ea72d5d11 · outbound

This paper cites Bin packing approximation algorithms: survey and classification.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Bin packing approximation algorithms: survey and classification

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:15.033781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 07bfd51c-b3f3-4b34-9baa-fe82f3ca621b · outbound

This paper cites Solving container loading problems by block arrangement.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Solving container loading problems by block arrangement

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:14.880766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7954bf24-c562-4dc2-a9a6-71c899f05393 · outbound

This paper cites A bottleneck assignment approach to the multiple container loading problem.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem A bottleneck assignment approach to the multiple container loading problem

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:14.766570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2165c1e8-b169-4f89-9a71-a5de5b3f534b · outbound

This paper cites Sensitivity and Robustness of Large Language Models to Prompt Template in Japanese Text Classification Tasks.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Sensitivity and Robustness of Large Language Models to Prompt Template in Japanese Text Classification Tasks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T11:49:08.917814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c68a8506-a1fe-4a9e-b159-b8eea071b2ea · outbound

This paper cites Gimenez-Palacios, M.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Gimenez-Palacios, M

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:14.614166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 368609e3-6399-4036-994d-49326f0b608c · outbound

This paper cites An integer programming based heuristic approach to the three dimensional packing problem.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem An integer programming based heuristic approach to the three dimensional packing problem

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:14.443584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 482e94bf-cf32-458e-926d-d8376b4b8645 · outbound

This paper cites The exact solutions of several types of container loading problems.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem The exact solutions of several types of container loading problems

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:14.283795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3bcefed3-ad27-4f6a-9290-df47929a375b · outbound

This paper cites Holistic Evaluation of Language Models.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Holistic Evaluation of Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T11:49:09.241889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e21fd68-d516-4cbb-b500-82ce0d898e89 · outbound

This paper cites The container loading problem.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem The container loading problem

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:14.129314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3562725e-6bc9-4401-ad9d-4de5cbbf78b0 · outbound

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

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T11:49:09.401162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a0a4825-1275-4b30-a4e9-44d373775a64 · outbound

This paper cites Heuristic methods for evolutionary computation techniques.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Heuristic methods for evolutionary computation techniques

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:13.984016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 000f0d71-e83f-4678-b74b-a35b35010b3a · outbound

This paper cites Container packing problem with balance constraints.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Container packing problem with balance constraints

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:13.849930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a900662e-1165-43e9-8385-4b2eb2197749 · outbound

This paper cites A grasp approach to the container-loading problem.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem A grasp approach to the container-loading problem

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:13.720190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b2e09f19-14f6-49db-abbd-b93dba13eaff · outbound

This paper cites Automating the planning of container loading for Atlas Copco: Coping with real-life stacking and stability constraints.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Automating the planning of container loading for Atlas Copco: Coping with real-life stacking and stability constraints

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:13.580651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a9dfd9a8-4e8c-475f-96ac-8a9cfa08a0e7 · outbound

This paper cites Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T11:49:09.728436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cb69f69-4e56-421d-acbe-07ba8089c4ee · outbound

This paper cites A new load balance methodology for container loading problem in road transportation.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem A new load balance methodology for container loading problem in road transportation

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:13.450930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e23d0b67-0447-47a8-82b6-9db35b48c3a3 · outbound

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

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Mathematical discoveries from program search with large language models

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:13.305872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c861e44f-f7cc-4b30-ad66-2b6c08c57c06 · outbound

This paper cites Heuristic algorithm for the container loading problem with multiple constraints.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Heuristic algorithm for the container loading problem with multiple constraints

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:13.170222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b80b2616-3106-4ecc-b241-2ec8e5d5c17d · outbound

This paper cites Large language models as optimizers.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Large language models as optimizers

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:13.039497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0eee7321-9838-43af-b228-2055d5975e24 · outbound

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

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Reevo: Large language models as hyper-heuristics with reflective evolution

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:12.886351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0430d228-1560-44bb-8a73-1fe1c731d7ef · outbound

This paper cites OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM

Reference 28

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Source-reported events for the cited work

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Observation c70ac301-b739-48ab-8dd7-258200e64739 · outbound

This paper cites Integer linear programming models for the containership stowage problem.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Integer linear programming models for the containership stowage problem

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:12.735364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a69756dd-c643-4fac-a6eb-5b85493cb14a · outbound

This paper cites naive approach.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem naive approach

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:12.613521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 87e6bf6c-ab7d-4ebe-987e-e0d99430c0b4 · outbound

This paper cites an unresolved cited work.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:49:12.028140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7c2b750f-cfa0-4e1a-b1ce-48c23e9d4445 · outbound

This paper cites Constraint Scaffolding.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Constraint Scaffolding

Reference 36

Resolution: malformed identifier; raw_fallback, observed 2026-08-05T11:49:11.738582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2f73228b-442e-447c-b158-af4f8d323cdb · outbound

This paper cites No weight or support constraints apply.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem No weight or support constraints apply

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:12.455163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c4e1d0e5-0c4f-41e6-aca9-fae61f7f2ba4 · outbound

This paper cites an unresolved cited work.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:49:12.297690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 73e6b061-d2ef-43af-a2d7-ab2332bed035 · outbound

This paper cites There are 6 possible orientations.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem There are 6 possible orientations

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:12.181978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 37799ff5-db03-4a1c-b8e3-5bf24f7cc451 · outbound

This paper cites Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem 17.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem 17

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:11.588600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2fa3646e-4f89-42a0-8fa6-8589f3beab92 · outbound

This paper cites an unresolved cited work.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:49:11.866396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5f97285f-bbb3-46fc-b91b-926543e6c7ed · outbound

This paper cites epsilon should be a small positive value.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem epsilon should be a small positive value

Reference 42

Resolution: malformed identifier; raw_fallback, observed 2026-08-05T11:49:11.422705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

No inbound Pith citation observations are available.