IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization | Paper Citation Record

Observation 1b0ef9c3-6c08-422b-bcda-0986751fe681 · outbound

This paper cites Bendsøe and Ole Sigmund.Topology Optimization.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Bendsøe and Ole Sigmund.Topology Optimization

Reference 1

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Observation 425f3765-12c7-48f2-b6db-703cbae63b9d · outbound

This paper cites Topology optimization approaches.Structural and Multi- disciplinary Optimization, 48(6):1031–1055.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Topology optimization approaches.Structural and Multi- disciplinary Optimization, 48(6):1031–1055

Reference 2

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Observation 73c763a4-bcf2-437b-8add-52a56ecb3e57 · outbound

This paper cites Bendsøe and Noboru Kikuchi.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Bendsøe and Noboru Kikuchi

Reference 3

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Observation d58f9264-6b59-4e19-a075-e2ae45a4374e · outbound

This paper cites A 99 line topology optimization code written in Matlab.Structural and Multidisciplinary Optimization, 21(2):120–127.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization A 99 line topology optimization code written in Matlab.Structural and Multidisciplinary Optimization, 21(2):120–127

Reference 4

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Observation 052cef2c-5cb8-49a2-98b3-4ce2728fbc51 · outbound

This paper cites S., Sigmund O.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization S., Sigmund O

Reference 5

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Observation 27a500de-370c-4934-80d7-632c77f4554b · outbound

This paper cites Lazarov, and Ole Sigmund.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Lazarov, and Ole Sigmund

Reference 6

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correction dated 2022-09-17. Source: crossref record 10.1007/s00158-022-03326-6->10.1007/s00158-010-0602-y:correction, observed 2026-07-11T03:07:59.085142+00:00. This notice travels one citation hop only.

Observation a38744e6-46d3-471b-9798-7c079f348263 · outbound

This paper cites Lazarov and Ole Sigmund.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Lazarov and Ole Sigmund

Reference 7

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.036119Z

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Observation f75991ea-9935-4bc5-b75b-6d0985819f49 · outbound

This paper cites Numerical instabilities in topology optimization: a survey on procedures dealing with checkerboards, mesh-dependencies and local minima.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Numerical instabilities in topology optimization: a survey on procedures dealing with checkerboards, mesh-dependencies and local minima

Reference 8

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Observation fedf4a43-f417-45e7-ac24-112a4bacf278 · outbound

This paper cites an unresolved cited work.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Unresolved cited work

Reference 9

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Observation 36d7dd50-a5bb-49d7-b0f4-dd7f9a7f7229 · outbound

This paper cites Stress-based topology optimization for continua.Structural and Multidisciplinary Optimization, 41(4): 605–620.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Stress-based topology optimization for continua.Structural and Multidisciplinary Optimization, 41(4): 605–620

Reference 10

Resolution: verified exact; doi, observed 2026-05-20T07:33:06.988683Z

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Observation 60e3f117-bf0f-4359-9e8f-d1eae94df3eb · outbound

This paper cites an unresolved cited work.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Unresolved cited work

Reference 11

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Observation f2f0b0c9-00e6-47f0-b425-d801e0755d1a · outbound

This paper cites Stress constrained topology optimization.Structural and Multidisciplinary Optimization, 48(1):33–47.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Stress constrained topology optimization.Structural and Multidisciplinary Optimization, 48(1):33–47

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T07:33:23.469455Z

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Observation 59177d44-28ce-41d8-8047-cdbcd6e637ba · outbound

This paper cites Senhora, Oliver Giraldo-Londoño, Ivan F.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Senhora, Oliver Giraldo-Londoño, Ivan F

Reference 13

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.042622Z

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Observation e555102a-0f35-4b9c-9cda-e49f409668cd · outbound

This paper cites Beck, and Ole Sigmund.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Beck, and Ole Sigmund

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T07:33:23.467530Z

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Observation 0bc6aab4-0345-4b7f-a3e7-f7c73cb7666d · outbound

This paper cites an unresolved cited work.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Unresolved cited work

Reference 15

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.048846Z

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Observation fd84854e-f6de-4e59-a7a6-15b60918f69d · outbound

This paper cites Senhora, Ivan F.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Senhora, Ivan F

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-20T07:33:06.974937Z

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Observation 20579823-34e5-495c-a229-7909e294df79 · outbound

This paper cites Stress-constrained topology optimiza- tion with the augmented lagrangian method: A comparative study of subproblem solvers.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Stress-constrained topology optimiza- tion with the augmented lagrangian method: A comparative study of subproblem solvers

Reference 17

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.018743Z

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Observation 638d4938-ed6f-454e-9277-170d77a7d50d · outbound

This paper cites Topology optimization: a review for structural designs under statics problems.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Topology optimization: a review for structural designs under statics problems

Reference 18

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.032268Z

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Observation c0039cf7-2394-473b-8c9a-0bcc2c4d8e5c · outbound

This paper cites Topology optimization for minimum weight with com- pliance and stress constraints.Structural and Multidisciplinary Optimization, 46(3):369– 384.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Topology optimization for minimum weight with com- pliance and stress constraints.Structural and Multidisciplinary Optimization, 46(3):369– 384

Reference 19

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.001479Z

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Observation 77a2ad77-a29f-486c-b0a2-885a15a13137 · outbound

This paper cites an unresolved cited work.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-05-20T07:33:23.473196Z

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Observation a42d7c28-3d26-4963-9b35-9724994c2ea3 · outbound

This paper cites an unresolved cited work.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Unresolved cited work

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-20T07:33:07.030426Z

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Observation 50727efc-c842-470b-85c8-b1be48879b6b · outbound

This paper cites Deep learning for determining a near-optimal topological design without any iteration.Structural and Multidisciplinary Optimization, 59(3):787–799.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Deep learning for determining a near-optimal topological design without any iteration.Structural and Multidisciplinary Optimization, 59(3):787–799

Reference 22

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.026055Z

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Observation 61af4e39-a3e0-496d-bbe0-053f9e94da01 · outbound

This paper cites Neural networks for topology optimization.Russian Journal of Numerical Analysis and Mathematical Modelling, 34(4):215–223.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Neural networks for topology optimization.Russian Journal of Numerical Analysis and Mathematical Modelling, 34(4):215–223

Reference 23

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.016937Z

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Observation 4e6d8d28-d819-44c7-8663-a94f96032ea3 · outbound

This paper cites TopologyGAN: Topology optimization using generative adversarial networks based on physical fields over the initial domain.Journal of Mechanical Design, 143(3):031715.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization TopologyGAN: Topology optimization using generative adversarial networks based on physical fields over the initial domain.Journal of Mechanical Design, 143(3):031715

Reference 24

Resolution: verified exact; doi, observed 2026-05-20T07:33:06.985481Z

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Observation 8400e047-c1fa-47e8-9533-336cd6b313ba · outbound

This paper cites Self-directed online machine learning for topology optimization.Nature Communications, 13(1):388.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Self-directed online machine learning for topology optimization.Nature Communications, 13(1):388

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T07:33:23.478616Z

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Observation 1c136e48-8fd7-426d-afc9-9089bd23b2b7 · outbound

This paper cites Algorithmically-consistent deep learning frameworks for struc- tural topology optimization.Engineering Applications of Artificial Intelligence, 106:104483.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Algorithmically-consistent deep learning frameworks for struc- tural topology optimization.Engineering Applications of Artificial Intelligence, 106:104483

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T07:33:23.465344Z

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Observation daccb051-6323-4e3b-86d0-08e6c73d6f12 · outbound

This paper cites an unresolved cited work.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Unresolved cited work

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-20T07:33:06.991604Z

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Observation 5ef28f7b-53e9-4474-9e58-f7181bf25a36 · outbound

This paper cites Topology optimization via machine learning and deep learning: a review.Journal of Computational Design and Engineering, 10(4):1736–1766.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Topology optimization via machine learning and deep learning: a review.Journal of Computational Design and Engineering, 10(4):1736–1766

Reference 28

Resolution: verified exact; doi, observed 2026-05-20T07:33:06.993689Z

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Observation 0e023bba-b842-43e2-a839-4f65998623d6 · outbound

This paper cites an unresolved cited work.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Unresolved cited work

Reference 29

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.020765Z

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Observation d96c978c-ce60-425d-a362-9f3c2965d6d2 · outbound

This paper cites Topology optimization using neural networks with conditioning field initialization for improved efficiency.Journal of Mechanical Design, 146(6):061702.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Topology optimization using neural networks with conditioning field initialization for improved efficiency.Journal of Mechanical Design, 146(6):061702

Reference 30

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.005326Z

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Observation c134c660-051b-4aee-8245-8519dd66f6f1 · outbound

This paper cites Kallioras, Georgios Kazakis, and Nikos D.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Kallioras, Georgios Kazakis, and Nikos D

Reference 31

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.007482Z

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Observation 5a8b69d0-7efe-4349-af1a-fbdd69347f06 · outbound

This paper cites GPT-4 Technical Report.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization GPT-4 Technical Report

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-05-20T07:33:07.440128Z

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Observation ea49f2f9-9a47-440f-8108-6833d55dcf05 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Gemini: A Family of Highly Capable Multimodal Models

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-05-20T07:33:07.442904Z

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Observation b2767e18-6a4d-4bdd-9abc-b308062d986b · outbound

This paper cites How can large language models help humans in design and manufacturing? Part 1: Elements of the LLM-enabled computational design and manufacturing pipeline.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization How can large language models help humans in design and manufacturing? Part 1: Elements of the LLM-enabled computational design and manufacturing pipeline

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T07:33:23.463275Z

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Observation 234cbe48-efcf-42bb-87d4-7f47ee3c05b8 · outbound

This paper cites an unresolved cited work.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Unresolved cited work

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-20T07:33:06.978207Z

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Observation 8fae9051-016a-4396-b64d-73ba4956bb56 · outbound

This paper cites Integrating Large Language Models for Automated Structural Analysis.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Integrating Large Language Models for Automated Structural Analysis

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-20T07:33:07.445859Z

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Observation f42cf6b7-14ef-43d8-91c8-2dbc6a19c567 · outbound

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

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM

Reference 37

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T07:33:07.437332Z

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Observation e1cb8131-3555-4dab-812e-8b9303c2773e · outbound

This paper cites A survey on large language models driven meta-optimizers for au- tomated intelligent optimization.Artificial Intelligence Review, 59(2):72.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization A survey on large language models driven meta-optimizers for au- tomated intelligent optimization.Artificial Intelligence Review, 59(2):72

Reference 38

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.034096Z

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation be917ef0-b955-4a63-99a8-2a7041f29408 · outbound

This paper cites Large Language Models as Optimization Controllers: Adaptive Continuation for SIMP Topology Optimization.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Large Language Models as Optimization Controllers: Adaptive Continuation for SIMP Topology Optimization

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-05-20T07:33:07.434373Z

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Observation 1d4534b6-ab01-42cd-b552-58a75dd10dfb · outbound

This paper cites AutoSiMP: Autonomous topology opti- mization from natural language via LLM-driven problem configuration and adaptive solver control.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization AutoSiMP: Autonomous topology opti- mization from natural language via LLM-driven problem configuration and adaptive solver control

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-20T07:33:07.431742Z

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Observation 811a091c-a953-4000-9cd8-6336bc24e18c · outbound

This paper cites Gemini 3.1 flash-lite: Built for intelligence at scale.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Gemini 3.1 flash-lite: Built for intelligence at scale

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T07:33:23.475081Z

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 99085524-1de9-4529-8025-ffa69fb09a69 · outbound

This paper cites Stress constrained multi- material topology optimization with the ordered SIMP method.Computer Methods in Applied Mechanics and Engineering, 373:113453.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Stress constrained multi- material topology optimization with the ordered SIMP method.Computer Methods in Applied Mechanics and Engineering, 373:113453

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-20T07:33:07.045508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation cbc4e07e-dbf6-45cc-aba4-aa01e6daa491 · outbound

This paper cites Stress-constrained topology optimization of structures subjected to nonproportional loading.International Journal for Numerical Methods in Engineering, 124(12):2818–2836.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Stress-constrained topology optimization of structures subjected to nonproportional loading.International Journal for Numerical Methods in Engineering, 124(12):2818–2836

Reference 43

Resolution: malformed identifier; raw_fallback, observed 2026-05-20T07:33:23.471478Z

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Observation 66e7426a-c5f3-4b20-b256-61f3e622ca89 · outbound

This paper cites Fail-safe stress-constrained manufactur- ing error tolerant topology optimization.Computer Methods in Applied Mechanics and Engineering, 421:116817.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Fail-safe stress-constrained manufactur- ing error tolerant topology optimization.Computer Methods in Applied Mechanics and Engineering, 421:116817

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-20T07:33:07.039025Z

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Observation 9238f65e-5016-41f4-b242-0238a00a0de5 · outbound

This paper cites Minimum stress optimal design with the level set method.Engineering Analysis with Boundary Elements, 32(11):909–918.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Minimum stress optimal design with the level set method.Engineering Analysis with Boundary Elements, 32(11):909–918

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T07:33:23.476814Z

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Observation 2a7e1944-80f5-4258-9c84-80ca9c4ced71 · outbound

This paper cites Stress-related topology opti- mization via level set approach.Computer Methods in Applied Mechanics and Engineering, 200(47–48):3439–3452.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Stress-related topology opti- mization via level set approach.Computer Methods in Applied Mechanics and Engineering, 200(47–48):3439–3452

Reference 46

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.024041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ed83fe70-a33c-4088-b3e6-8f50a5d6172f · outbound

This paper cites Alicia Kim.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Alicia Kim

Reference 47

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.040705Z

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Observation 218c6742-0500-4f4c-bd66-4c5aa9a46666 · outbound

This paper cites Fancello.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Fancello

Reference 48

Resolution: verified exact; doi, observed 2026-05-20T07:33:07.047093Z

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Observation f19c4ac6-22ad-4b27-96b0-fb132c80acac · outbound

This paper cites Stress-based topology optimization using bi-directional evolutionary structural optimization method.Computer Methods in Applied Mechanics and Engineering, 333:356–370.

IterSIMP-{\sigma}: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization Stress-based topology optimization using bi-directional evolutionary structural optimization method.Computer Methods in Applied Mechanics and Engineering, 333:356–370

Reference 49

Resolution: verified exact; doi, observed 2026-05-20T07:33:06.999640Z

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