Using Large Language Models for Parametric Shape Optimization | Paper Citation Record

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This paper cites JtyaTEBrIVl0VCeQ65TZfZamCts=.

Using Large Language Models for Parametric Shape Optimization JtyaTEBrIVl0VCeQ65TZfZamCts=

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Using Large Language Models for Parametric Shape Optimization EdlQWFwDnZXigpK4Nb+4lgMl4hM=

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This paper cites RbR5yGJjJ1MtTCdh78fFrwf5AyU=.

Using Large Language Models for Parametric Shape Optimization RbR5yGJjJ1MtTCdh78fFrwf5AyU=

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Using Large Language Models for Parametric Shape Optimization A7STkCuJbDm9ZWNqGxIUdCyKOpA=

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Using Large Language Models for Parametric Shape Optimization n5FH9w+lu+6TVzGpr9HydjpVkQQ=

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Using Large Language Models for Parametric Shape Optimization Unresolved cited work

Reference 6

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Reference 7

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Reference 8

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Reference 9

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Reference 10

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Observation 6af09c51-2dfc-4aeb-8810-602062393027 · outbound

This paper cites An example prompt is shown in Fig.

Using Large Language Models for Parametric Shape Optimization An example prompt is shown in Fig

Reference 11

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Observation 845b102a-62fe-42d1-afe1-174e4923c1af · outbound

This paper cites The selection process is as follows.

Using Large Language Models for Parametric Shape Optimization The selection process is as follows

Reference 12

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Observation d51b688e-0642-4fcc-9a59-026d0068537c · outbound

This paper cites The selection process is as follows.

Using Large Language Models for Parametric Shape Optimization The selection process is as follows

Reference 13

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Observation 4eb2d937-9fc7-4f93-9ea3-5799ecfbbf18 · outbound

This paper cites Thei-th point is characterized by its Cartesian coordi- nates(xi,yi)and a sharpness factorei(see SI) of the Bézier curve at this point.

Using Large Language Models for Parametric Shape Optimization Thei-th point is characterized by its Cartesian coordi- nates(xi,yi)and a sharpness factorei(see SI) of the Bézier curve at this point

Reference 14

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Observation 2ac678fa-ddd5-4623-b590-7da7f5ebcc79 · outbound

This paper cites The i-th point is characterized by its Cartesian coordi- nates (xi, yi) and a sharpness factor ei (see SI) of the Bézier curve at this point.

Using Large Language Models for Parametric Shape Optimization The i-th point is characterized by its Cartesian coordi- nates (xi, yi) and a sharpness factor ei (see SI) of the Bézier curve at this point

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.670933Z

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Observation 1e8b7ab6-4039-47c9-84f2-7aa197592ad1 · outbound

This paper cites Specifically, we focus on the ratio,fL/fD, of its aerodynamic liftfL to drag fD.

Using Large Language Models for Parametric Shape Optimization Specifically, we focus on the ratio,fL/fD, of its aerodynamic liftfL to drag fD

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.650860Z

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Observation 6054212e-a237-4965-964b-fa07f99cdd1e · outbound

This paper cites Because each free point has three degrees of freedom (DOFs), the total number of optimization DOFs varies from three to 6 Fig.

Using Large Language Models for Parametric Shape Optimization Because each free point has three degrees of freedom (DOFs), the total number of optimization DOFs varies from three to 6 Fig

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.634070Z

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Observation 25e68238-6cf2-4a00-ac75-7f041f0b1089 · outbound

This paper cites 4(a), the axisymmetric 3D bodyΩ is characterized by a 2D profile in therz-plane.

Using Large Language Models for Parametric Shape Optimization 4(a), the axisymmetric 3D bodyΩ is characterized by a 2D profile in therz-plane

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.616643Z

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Observation ae6ba173-5deb-476d-ac62-571e6dbf76da · outbound

This paper cites To calculate thedrag D, wenumericallysolvetheaxisymmetricStokes equation using the PDE mode of COMSOL Multiphysics 5.5 (I-Math, Singapore).

Using Large Language Models for Parametric Shape Optimization To calculate thedrag D, wenumericallysolvetheaxisymmetricStokes equation using the PDE mode of COMSOL Multiphysics 5.5 (I-Math, Singapore)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.599125Z

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Observation c0503ca2-a492-477f-86a5-b9d0564d2df2 · outbound

This paper cites Their drags, normalized by the reference drag of a sphere with the same area or volume, are denoted asDr, as presented in Fig.

Using Large Language Models for Parametric Shape Optimization Their drags, normalized by the reference drag of a sphere with the same area or volume, are denoted asDr, as presented in Fig

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.583085Z

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Observation b4143411-254e-40de-a628-04ec0b798e38 · outbound

This paper cites Efficient aerodynamic shape optimization with deep-learning- based geometric filtering,.

Using Large Language Models for Parametric Shape Optimization Efficient aerodynamic shape optimization with deep-learning- based geometric filtering,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.566634Z

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Observation 9f6ab8ce-207a-4f33-b3ea-29bc76e564fa · outbound

This paper cites On two-step design of microstructure with desired Poisson’s ratio for AM,.

Using Large Language Models for Parametric Shape Optimization On two-step design of microstructure with desired Poisson’s ratio for AM,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.551452Z

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Observation ddefea2c-53c6-4d98-b1a7-146a5f2bc1c3 · outbound

This paper cites Shape optimiza- tion of high-rise solar chimneys to improve the unifor- mity of flowrate distribution,.

Using Large Language Models for Parametric Shape Optimization Shape optimiza- tion of high-rise solar chimneys to improve the unifor- mity of flowrate distribution,

Reference 23

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Observation b0eb77df-1c56-48cc-b40b-6a47140522da · outbound

This paper cites Design and optimization of conformal cooling channels for injection molding: a review,.

Using Large Language Models for Parametric Shape Optimization Design and optimization of conformal cooling channels for injection molding: a review,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.519940Z

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Observation c44b4266-474d-4b5e-959e-76e444585d9b · outbound

This paper cites Optimization strategies toward functional sodium- ion batteries,.

Using Large Language Models for Parametric Shape Optimization Optimization strategies toward functional sodium- ion batteries,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.501355Z

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Observation 3dda9e96-2603-409f-a06b-f68ec803d0a9 · outbound

This paper cites Parametric solutions involving geometry: a step towards efficient shape optimization,.

Using Large Language Models for Parametric Shape Optimization Parametric solutions involving geometry: a step towards efficient shape optimization,

Reference 26

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Observation 59ab8d16-1972-40fa-bc01-2ec1dde0222c · outbound

This paper cites Parametric shape optimization techniques based on meshless methods: A review,.

Using Large Language Models for Parametric Shape Optimization Parametric shape optimization techniques based on meshless methods: A review,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.469173Z

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Observation 975a07d1-42de-4062-a2f0-556afc4dec38 · outbound

This paper cites Nu- merical investigation of minimum drag profiles in laminar flow using deep learning surrogates,.

Using Large Language Models for Parametric Shape Optimization Nu- merical investigation of minimum drag profiles in laminar flow using deep learning surrogates,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.450939Z

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Observation bf53f513-8fcd-485e-86d1-7626c1910815 · outbound

This paper cites Design for minimum stress concentration by finite elements and linear pro- gramming,.

Using Large Language Models for Parametric Shape Optimization Design for minimum stress concentration by finite elements and linear pro- gramming,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.433573Z

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Observation 4ae065e2-e3b2-4fd9-97d5-31781e0e53de · outbound

This paper cites Mesh deformation us- ing radial basis functions for gradient-based aerodynamic shape optimization,.

Using Large Language Models for Parametric Shape Optimization Mesh deformation us- ing radial basis functions for gradient-based aerodynamic shape optimization,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.417686Z

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Observation 43d4789f-dfe8-4d84-bc05-19407afe6a75 · outbound

This paper cites Shape optimization of shell structures,.

Using Large Language Models for Parametric Shape Optimization Shape optimization of shell structures,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.400366Z

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Observation 73e9278a-7040-43a0-bc7c-46479a7c2527 · outbound

This paper cites Shape optimization of a fan- shaped hole to enhance film-cooling effectiveness,.

Using Large Language Models for Parametric Shape Optimization Shape optimization of a fan- shaped hole to enhance film-cooling effectiveness,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.384774Z

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Observation d4b18232-64b6-4a8c-b3f6-0dc0f0da6ff2 · outbound

This paper cites Inverse de- sign of local solar flux distribution for a solar methanol reforming reactor based on shape optimization,.

Using Large Language Models for Parametric Shape Optimization Inverse de- sign of local solar flux distribution for a solar methanol reforming reactor based on shape optimization,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.367179Z

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Observation 1f038a9e-d9d9-425d-9d1b-d8656ab51cd6 · outbound

This paper cites Topology and shape optimization methods using evolutionary al- gorithms: a review,.

Using Large Language Models for Parametric Shape Optimization Topology and shape optimization methods using evolutionary al- gorithms: a review,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.351963Z

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Observation ccbb5599-6cef-4a42-967c-19e1c07a4a41 · outbound

This paper cites Structural application of a shape optimization method based on a genetic algorithm,.

Using Large Language Models for Parametric Shape Optimization Structural application of a shape optimization method based on a genetic algorithm,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.336603Z

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Observation e876076e-777b-4fca-9a04-50eb30fa2012 · outbound

This paper cites Shape optimization on constrained single-layer sound absorber by using GA method and mathematical gradi- ent methods,.

Using Large Language Models for Parametric Shape Optimization Shape optimization on constrained single-layer sound absorber by using GA method and mathematical gradi- ent methods,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.318844Z

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Observation c4464b82-9991-46e0-bee7-afb4d4f0ef4a · outbound

This paper cites Shape de- sign optimization of a robot arm using a surrogate-based evolutionaryapproach,.

Using Large Language Models for Parametric Shape Optimization Shape de- sign optimization of a robot arm using a surrogate-based evolutionaryapproach,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.303009Z

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Observation 3adf80fb-37a4-422e-ac17-afd1343b346b · outbound

This paper cites Shape optimization of 2D structures us- ing simulated annealing,.

Using Large Language Models for Parametric Shape Optimization Shape optimization of 2D structures us- ing simulated annealing,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.287708Z

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Observation ac6f834c-ed2f-49d5-bbdc-abcc21dbd70a · outbound

This paper cites Multi- objective shape optimization using ant colony coupled computational fluid dynamics solver,.

Using Large Language Models for Parametric Shape Optimization Multi- objective shape optimization using ant colony coupled computational fluid dynamics solver,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.271519Z

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Observation 0606d8ea-80b9-4919-b7a1-e6dab3f199f6 · outbound

This paper cites Bat algorithm: a novel approach for global eng. optim.

Using Large Language Models for Parametric Shape Optimization Bat algorithm: a novel approach for global eng. optim

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.254465Z

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Observation 36e39f47-7584-4219-9907-25f507670a51 · outbound

This paper cites Shape optimization of structures for frequency constraints by sequential har- mony search algorithm,.

Using Large Language Models for Parametric Shape Optimization Shape optimization of structures for frequency constraints by sequential har- mony search algorithm,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.238920Z

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Observation e261f740-8534-4a8f-ac42-8b4e5e2477af · outbound

This paper cites Op- timal design of hybrid wind/photovoltaic electrolyzer for maximum hydrogen production using imperialist com- petitive algorithm,.

Using Large Language Models for Parametric Shape Optimization Op- timal design of hybrid wind/photovoltaic electrolyzer for maximum hydrogen production using imperialist com- petitive algorithm,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.222728Z

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Observation fb2f8dde-833c-4292-84cd-951bd01ad7e5 · outbound

This paper cites Machine learning in aerodynamic shape optimization,.

Using Large Language Models for Parametric Shape Optimization Machine learning in aerodynamic shape optimization,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.206342Z

Source-reported events for the cited work

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Observation e2823ad3-9d37-4705-b2c0-b8b9388086b6 · outbound

This paper cites A multi-fidelity shape optimiza- tion via surrogate modeling for civil structures,.

Using Large Language Models for Parametric Shape Optimization A multi-fidelity shape optimiza- tion via surrogate modeling for civil structures,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.189331Z

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Observation ae30d193-71a4-4db3-bc2c-da2f6c2c0c6b · outbound

This paper cites Shape optimization of a bidirectional impulse turbine via surro- gate models,.

Using Large Language Models for Parametric Shape Optimization Shape optimization of a bidirectional impulse turbine via surro- gate models,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.171408Z

Source-reported events for the cited work

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Observation e63fcbf2-de0b-4768-b9c9-7bc50b835aa1 · outbound

This paper cites Airfoil design optimization using reduced order models based on proper orthogonal decomposition,.

Using Large Language Models for Parametric Shape Optimization Airfoil design optimization using reduced order models based on proper orthogonal decomposition,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.153672Z

Source-reported events for the cited work

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Observation 8e7e722e-57d8-4ea2-8eb7-ead76f3862c3 · outbound

This paper cites Model reduction by by CPOD and Kriging: application to the shape opti- mization of an intake port,.

Using Large Language Models for Parametric Shape Optimization Model reduction by by CPOD and Kriging: application to the shape opti- mization of an intake port,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:55.003205Z

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Observation c9b19a11-07c8-4256-a7ce-ae60d70297ad · outbound

This paper cites A POD-based reduced order design scheme for shape optimization of air vehicles,.

Using Large Language Models for Parametric Shape Optimization A POD-based reduced order design scheme for shape optimization of air vehicles,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.987231Z

Source-reported events for the cited work

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Observation ba802ead-b7b3-4ef9-874f-51bc33317c80 · outbound

This paper cites Reinforcement learning in robotics: A survey,.

Using Large Language Models for Parametric Shape Optimization Reinforcement learning in robotics: A survey,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.971934Z

Source-reported events for the cited work

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Observation ac87514e-4f78-4fc7-abf8-9daf81bf7ef5 · outbound

This paper cites Mastering the game of Go without hu- man knowledge,.

Using Large Language Models for Parametric Shape Optimization Mastering the game of Go without hu- man knowledge,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.956068Z

Source-reported events for the cited work

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Observation b94e3f73-1959-40b7-8f53-51c466f2cc16 · outbound

This paper cites Aerodynamic shape optimization using a novel optimizer based on ma- chine learning techniques,.

Using Large Language Models for Parametric Shape Optimization Aerodynamic shape optimization using a novel optimizer based on ma- chine learning techniques,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.937394Z

Source-reported events for the cited work

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Observation b1cd08a5-a901-422b-936b-a0f78d3b4c3a · outbound

This paper cites Direct shape optimization through deep reinforcement learning,.

Using Large Language Models for Parametric Shape Optimization Direct shape optimization through deep reinforcement learning,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.919858Z

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Observation 388549f6-f3af-4b9f-9199-4101420a218c · outbound

This paper cites A reinforcement learning approach to air- foil shape optimization,.

Using Large Language Models for Parametric Shape Optimization A reinforcement learning approach to air- foil shape optimization,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.904156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9e800537-1052-4e58-912f-be2398c92367 · outbound

This paper cites Deep reinforcement learning for heat exchanger shape opti- mization,.

Using Large Language Models for Parametric Shape Optimization Deep reinforcement learning for heat exchanger shape opti- mization,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.887618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 033070e9-9d57-4fc9-895b-13e2fe26aef2 · outbound

This paper cites Emergent Abilities of Large Language Models.

Using Large Language Models for Parametric Shape Optimization Emergent Abilities of Large Language Models

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:53.939510Z

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Observation c8b01ed7-0bdc-4f22-b963-d100ca26e376 · outbound

This paper cites A Survey on In-context Learning.

Using Large Language Models for Parametric Shape Optimization A Survey on In-context Learning

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:53.946162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 536d1117-54c1-4237-9863-69941a92b0cb · outbound

This paper cites Prompt a Robot to Walk with Large Language Models.

Using Large Language Models for Parametric Shape Optimization Prompt a Robot to Walk with Large Language Models

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:53.951988Z

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Unavailable: canonical work link unavailable.

Observation 5480e978-37c1-46ea-9eb5-095b1ad4c97f · outbound

This paper cites Training microrobots to swim by a large language model.

Using Large Language Models for Parametric Shape Optimization Training microrobots to swim by a large language model

Reference 58

Resolution: verified exact; local_arxiv, observed 2026-08-11T18:19:54.466454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8f1d8d40-ec28-4e87-96a1-ccc97eab63cc · outbound

This paper cites Pre-Trained Large Language Models for Industrial Control.

Using Large Language Models for Parametric Shape Optimization Pre-Trained Large Language Models for Industrial Control

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:53.964315Z

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Unavailable: canonical work link unavailable.

Observation f124c993-595c-4833-97a9-0a4882b4f2a6 · outbound

This paper cites Towards Optimizing with Large Language Models.

Using Large Language Models for Parametric Shape Optimization Towards Optimizing with Large Language Models

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:53.970612Z

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Observation 55092cfc-9db6-4aaf-b958-c4a3d6de963e · outbound

This paper cites Large Language Models as Optimizers.

Using Large Language Models for Parametric Shape Optimization Large Language Models as Optimizers

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:53.975923Z

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Observation dfe9c0c7-dfd4-4c22-8f30-07baa8109f9f · outbound

This paper cites Using large language models for hyperparameter opti- mization,.

Using Large Language Models for Parametric Shape Optimization Using large language models for hyperparameter opti- mization,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.872004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e9d34a7b-28a5-42e2-9f02-22206f43e84f · outbound

This paper cites MechGPT, a language-based strategy for mechanics and materials modeling that connects knowl- edge across scales, disciplines, and modalities,.

Using Large Language Models for Parametric Shape Optimization MechGPT, a language-based strategy for mechanics and materials modeling that connects knowl- edge across scales, disciplines, and modalities,

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.856973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e779615c-eb59-45ee-98ab-b7cfa2672f37 · outbound

This paper cites MyCrunchGPT: A chatGPT assisted framework for scientific machine learning.

Using Large Language Models for Parametric Shape Optimization MyCrunchGPT: A chatGPT assisted framework for scientific machine learning

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:53.991156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99d0ef3f-8807-4479-9b1c-467bda3ac672 · outbound

This paper cites A ChatGPT-MATLAB framework for numerical mod- eling in geotechnical engineering applications,.

Using Large Language Models for Parametric Shape Optimization A ChatGPT-MATLAB framework for numerical mod- eling in geotechnical engineering applications,

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.840924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b302f6d4-0395-40da-a757-e02e78fa5d94 · outbound

This paper cites MetaOpenFOAM: an LLM-based multi-agent framework for CFD.

Using Large Language Models for Parametric Shape Optimization MetaOpenFOAM: an LLM-based multi-agent framework for CFD

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:54.001525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 130dfece-3d26-4f44-8048-6b34b3809d76 · outbound

This paper cites Large languagemodelsforautomaticequationdiscoveryofnon- linear dynamics,.

Using Large Language Models for Parametric Shape Optimization Large languagemodelsforautomaticequationdiscoveryofnon- linear dynamics,

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.825181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c082578f-9b67-406f-9301-f3082628c90d · outbound

This paper cites FLUID-LLM: Learning Computational Fluid Dynamics with Spatiotemporal-aware Large Language Models.

Using Large Language Models for Parametric Shape Optimization FLUID-LLM: Learning Computational Fluid Dynamics with Spatiotemporal-aware Large Language Models

Reference 68

Resolution: verified exact; local_arxiv, observed 2026-08-11T18:19:54.353960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5dd366a9-ff92-4a0e-b06c-d337d08406be · outbound

This paper cites Large Language Models for Supply Chain Optimization.

Using Large Language Models for Parametric Shape Optimization Large Language Models for Supply Chain Optimization

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:54.016914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdb14bf8-6015-4000-bf21-b704ad548255 · outbound

This paper cites Large language models as evolutionary optimizers,.

Using Large Language Models for Parametric Shape Optimization Large language models as evolutionary optimizers,

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.808393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dc2b32ae-ded2-4144-801c-299d36b5e841 · outbound

This paper cites Large Language Model-Based Evolutionary Optimizer: Reasoning with elitism.

Using Large Language Models for Parametric Shape Optimization Large Language Model-Based Evolutionary Optimizer: Reasoning with elitism

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:54.027546Z

Source-reported events for the cited work

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Observation 458040bb-d81f-45af-bccf-afbc74f45c4c · outbound

This paper cites Large language models asevolutionstrategies,.

Using Large Language Models for Parametric Shape Optimization Large language models asevolutionstrategies,

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.791420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2e23f8d0-e81e-40ca-83e3-a49452e56e63 · outbound

This paper cites Large Language Models to Enhance Bayesian Optimization.

Using Large Language Models for Parametric Shape Optimization Large Language Models to Enhance Bayesian Optimization

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:54.039157Z

Source-reported events for the cited work

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Observation a7e7459d-8475-48b2-8c06-f2c471c94cac · outbound

This paper cites ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution.

Using Large Language Models for Parametric Shape Optimization ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:54.044828Z

Source-reported events for the cited work

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Observation 6a3f7b0c-c230-44f4-b1da-8231ad017928 · outbound

This paper cites Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap.

Using Large Language Models for Parametric Shape Optimization Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:54.050732Z

Source-reported events for the cited work

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Observation eb5012a0-a263-426d-8e85-04560e8f331d · outbound

This paper cites Leveraging large language model to generate a novel metaheuristic algo- rithm with CRISPE framework,.

Using Large Language Models for Parametric Shape Optimization Leveraging large language model to generate a novel metaheuristic algo- rithm with CRISPE framework,

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.776598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2fb06571-269d-4c04-9b4a-190ea9022e2b · outbound

This paper cites Leveraging large language models for the generation of novel metaheuristic optimization algo- rithms,.

Using Large Language Models for Parametric Shape Optimization Leveraging large language models for the generation of novel metaheuristic optimization algo- rithms,

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.761054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 988be0ef-5a48-4b80-971e-ca2c678e0f76 · outbound

This paper cites Algorithm Evolution Using Large Language Model.

Using Large Language Models for Parametric Shape Optimization Algorithm Evolution Using Large Language Model

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:54.069032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f20be59-1145-4030-b511-2265457a1ea3 · outbound

This paper cites Review of artificial intelligence applications in engineer- ingdesignperspective,.

Using Large Language Models for Parametric Shape Optimization Review of artificial intelligence applications in engineer- ingdesignperspective,

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.744517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e6ab3f2c-c0aa-485b-9d19-0c040cf338cc · outbound

This paper cites Genera- tive AI design for building structures,.

Using Large Language Models for Parametric Shape Optimization Genera- tive AI design for building structures,

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.729950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 36895cf5-5658-4a58-ba1e-a51f564b7795 · outbound

This paper cites Airfoil GAN: encoding and synthesizing airfoils for aerodynamic shapeoptimization,.

Using Large Language Models for Parametric Shape Optimization Airfoil GAN: encoding and synthesizing airfoils for aerodynamic shapeoptimization,

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.715259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9d80d4cc-dc27-4f43-b139-562a217c927c · outbound

This paper cites Generative VS non-Generative Models in Engineering Shape Optimization.

Using Large Language Models for Parametric Shape Optimization Generative VS non-Generative Models in Engineering Shape Optimization

Reference 82

Resolution: verified exact; local_arxiv, observed 2026-08-11T18:19:54.222525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 58a146d9-7e1b-4beb-8361-a02dab481dd4 · outbound

This paper cites Building layout generation using site-embedded GAN model,.

Using Large Language Models for Parametric Shape Optimization Building layout generation using site-embedded GAN model,

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.698662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1970f9da-aeb7-4d02-9696-0403a8f51a5e · outbound

This paper cites Shap-E: Generating Conditional 3D Implicit Functions.

Using Large Language Models for Parametric Shape Optimization Shap-E: Generating Conditional 3D Implicit Functions

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-11T18:19:54.102755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1aec97e6-8f8a-4bdf-93aa-0040eeb7133f · outbound

This paper cites Large language and text-to-3D models for engineering design optimization,.

Using Large Language Models for Parametric Shape Optimization Large language and text-to-3D models for engineering design optimization,

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.683010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 80b0b44e-f58a-4353-87fe-f116e1bbc12e · outbound

This paper cites Prompt evolutionary design optimization with generative shape and vision-language models,.

Using Large Language Models for Parametric Shape Optimization Prompt evolutionary design optimization with generative shape and vision-language models,

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.666554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6f403e7d-8bc7-444b-994a-26799f2344cb · outbound

This paper cites Aligning optimization trajectories with diffusion mod- els for constrained design generation,.

Using Large Language Models for Parametric Shape Optimization Aligning optimization trajectories with diffusion mod- els for constrained design generation,

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.651379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 68a74933-c61d-484c-af7c-6c74f85a0d80 · outbound

This paper cites Generating interior design from text: A new diffusion model-based method for effi- cient creative design,.

Using Large Language Models for Parametric Shape Optimization Generating interior design from text: A new diffusion model-based method for effi- cient creative design,

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.635350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ba501835-4db7-4289-a574-b19f7ed4168f · outbound

This paper cites DiffAirfoil: An efficient novel airfoil sampler based on latent space diffusion model for aerodynamic shape optimization,.

Using Large Language Models for Parametric Shape Optimization DiffAirfoil: An efficient novel airfoil sampler based on latent space diffusion model for aerodynamic shape optimization,

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.619445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1d27da76-17b8-4b1c-906b-457dc8964c32 · outbound

This paper cites Evolution strategies for continuous optimization: A survey of the state-of-the- art,.

Using Large Language Models for Parametric Shape Optimization Evolution strategies for continuous optimization: A survey of the state-of-the- art,

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.601249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fd68f725-755b-425b-948c-0d464d0faec9 · outbound

This paper cites The FEniCS project version 1.5,.

Using Large Language Models for Parametric Shape Optimization The FEniCS project version 1.5,

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.585856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9572ecfc-b7c3-4ad7-af57-1fe0e5d0379b · outbound

This paper cites On the numerical computation of the op- timum profile in Stokes flow,.

Using Large Language Models for Parametric Shape Optimization On the numerical computation of the op- timum profile in Stokes flow,

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.570319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3d84872e-9c25-466e-8d39-c197fe53a73d · outbound

This paper cites The other op- timal Stokes drag profile,.

Using Large Language Models for Parametric Shape Optimization The other op- timal Stokes drag profile,

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.552825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 34e3ab52-2559-4881-89a1-029015f87fc6 · outbound

This paper cites Gmsh: A 3D fi- nite element mesh generator with built-in pre-and post- processing facilities,.

Using Large Language Models for Parametric Shape Optimization Gmsh: A 3D fi- nite element mesh generator with built-in pre-and post- processing facilities,

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:19:54.536245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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