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Paper Citation Record · LEDGER

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design

As of 9 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 0 inbound Pith citation observations for arXiv:2606.09266.

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

pith.paper-citation-record.v1
2606.09266 v1

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measured 61 of 61 reference resolution

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61 of 61 outbound references displayed

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Outbound references

Observation 18f8da03-55ca-45ca-a00d-2b5339b9e396 · outbound

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Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Unresolved cited work

Reference 1

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Observation 292cffe9-a02b-48ca-a936-09c32b4ce876 · outbound

This paper cites Journal of Sound and Vibration, 596:118789, 2025.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Journal of Sound and Vibration, 596:118789, 2025

Reference 2

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Observation 39c8c16d-7bb9-44d7-bf4f-120da1b1ad7e · outbound

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Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Unresolved cited work

Reference 3

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Observation 575acbe2-ec1e-473a-837c-9fd019729136 · outbound

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Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Unresolved cited work

Reference 4

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Observation fc9f106a-7812-4328-91ea-2d548393354c · outbound

This paper cites Amirkulova, Peter Lai, and Diego Soto.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Amirkulova, Peter Lai, and Diego Soto

Reference 5

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Observation 1f7d97b2-be4c-4104-bacc-be61a4740b10 · outbound

This paper cites Multifunctional metasurface design with a generative adversarial network.Advanced optical materials, 9(5):2001433, 2021.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Multifunctional metasurface design with a generative adversarial network.Advanced optical materials, 9(5):2001433, 2021

Reference 6

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Observation 43cd01cb-50e5-4461-a2cf-9d7a014bbf0f · outbound

This paper cites Acous- tic metasurfaces.Nature Reviews Materials, 3:460–472, 2018.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Acous- tic metasurfaces.Nature Reviews Materials, 3:460–472, 2018

Reference 7

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Observation 02aec497-a683-45da-81ba-1218232a3466 · outbound

This paper cites Bendsøe and Ole Sigmund.Topology Optimization: Theory, Methods, and Applications.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Bendsøe and Ole Sigmund.Topology Optimization: Theory, Methods, and Applications

Reference 8

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Observation 20fcbcac-88b1-4847-bcef-7d73f1c4abf9 · outbound

This paper cites Wright, and Sam H.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Wright, and Sam H

Reference 9

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Observation 72ec0eca-d598-4977-8756-f6ea4c50c39e · outbound

This paper cites John Wiley & Sons, 2013.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design John Wiley & Sons, 2013

Reference 10

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Observation 160b6a0b-5a15-45c8-aa30-653d1c943921 · outbound

This paper cites Collision detection using axis aligned bounding boxes.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Collision detection using axis aligned bounding boxes

Reference 11

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Observation 9b10d34e-4f24-4c63-9b23-de0971440700 · outbound

This paper cites A unified approach to parallel depth-first traversals of general trees.Information Processing Letters, 38(1):49–55, 1991.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design A unified approach to parallel depth-first traversals of general trees.Information Processing Letters, 38(1):49–55, 1991

Reference 12

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Observation eb0e8d9b-d087-4897-8212-82eb8c26041d · outbound

This paper cites Broadband acoustic focusing by airy-like beams based on acoustic metasurfaces.Journal of Applied Physics, 123(4), 2018.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Broadband acoustic focusing by airy-like beams based on acoustic metasurfaces.Journal of Applied Physics, 123(4), 2018

Reference 13

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Observation 4b6fa22a-978c-4c94-9349-338f43e30db7 · outbound

This paper cites Approximation by superpositions of a sigmoidal function.Mathematics of control, signals and systems, 2(4):303–314, 1989.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Approximation by superpositions of a sigmoidal function.Mathematics of control, signals and systems, 2(4):303–314, 1989

Reference 14

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Observation 338f24dc-0ad6-4946-8611-898952524a8c · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Bert: Pre-training of deep bidirectional transformers for language understanding

Reference 15

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Observation 4c0f7f1f-2e51-4dd7-9040-97f504973fc8 · outbound

This paper cites Acoustic metamateri- als.MRS bulletin, 33(10):931–934, 2008.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Acoustic metamateri- als.MRS bulletin, 33(10):931–934, 2008

Reference 16

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Observation f6bce7bb-f430-4806-b26d-a2578fd48ba6 · outbound

This paper cites Adaptive metasurface-based acoustic imaging using joint optimization.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Adaptive metasurface-based acoustic imaging using joint optimization

Reference 17

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Observation a6c621d6-e89b-4315-95ad-1751f8ffb05f · outbound

This paper cites Pushing the limits of acoustic spatial perception via incident angle encoding.Pro- ceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 8(2):1–28, 2024.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Pushing the limits of acoustic spatial perception via incident angle encoding.Pro- ceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 8(2):1–28, 2024

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Observation 777e7be2-9e75-4771-be41-9a164c0c73c8 · outbound

This paper cites Linear hinge loss and average margin.Advances in neural information processing systems, 11, 1998.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Linear hinge loss and average margin.Advances in neural information processing systems, 11, 1998

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Observation 4b460f9d-3a05-4299-8752-30eb57ac2b42 · outbound

This paper cites A phase- gradient acoustic metasurface for broadband duct noise attenuation in the presence of flow.International Journal of Mechanical Sciences, 237:107822, 2023.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design A phase- gradient acoustic metasurface for broadband duct noise attenuation in the presence of flow.International Journal of Mechanical Sciences, 237:107822, 2023

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Observation c75d6507-673d-4e35-bb2c-abe90d04706d · outbound

This paper cites Matrix formulation in acoustics: the transfer matrix method.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Matrix formulation in acoustics: the transfer matrix method

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Observation fdbc953b-91cd-4c8f-8273-a05c130ce831 · outbound

This paper cites Adap- tive genetic algorithm for optical metasurfaces design.Scientific reports, 8(1):11040, 2018.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Adap- tive genetic algorithm for optical metasurfaces design.Scientific reports, 8(1):11040, 2018

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Observation 94021783-f38d-4fbf-9925-3d37961861ea · outbound

This paper cites Topology optimization for nano-photonics.Laser & Photonics Reviews, 5(2):308–321, 2011.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Topology optimization for nano-photonics.Laser & Photonics Reviews, 5(2):308–321, 2011

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Observation 967a56ef-4d5c-4e75-8168-fe48741b58c1 · outbound

This paper cites Genetic algorithms in engi- neering electromagnetics.IEEE Antennas and propagation Magazine, 39(4):7–21, 1997.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Genetic algorithms in engi- neering electromagnetics.IEEE Antennas and propagation Magazine, 39(4):7–21, 1997

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Observation f322220c-85df-4c56-ad29-972ea242e69a · outbound

This paper cites GELU Activation Function in Deep Learning: A Comprehensive Mathematical Analysis and Performance.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design GELU Activation Function in Deep Learning: A Comprehensive Mathematical Analysis and Performance

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Observation 5e0cbaa1-1c41-4c49-a60c-6ab0b3fe2f80 · outbound

This paper cites Binary codes capable of correcting dele- tions, insertions, and reversals.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Binary codes capable of correcting dele- tions, insertions, and reversals

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Observation b5ec7af0-dfda-4323-b36f-29d1d8604de9 · outbound

This paper cites Cum- mer.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Cum- mer

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Observation c6cb53df-19c6-4d53-9d8d-3856f9ab965c · outbound

This paper cites On sampling top-k recommendation evaluation.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design On sampling top-k recommendation evaluation

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Observation de91bb29-5074-4bde-a10c-177f077e62bf · outbound

This paper cites Sound insulation performance of double membrane-type acoustic metamateri- als combined with a helmholtz resonator.Applied Acoustics, 205:109297, 2023.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Sound insulation performance of double membrane-type acoustic metamateri- als combined with a helmholtz resonator.Applied Acoustics, 205:109297, 2023

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Observation 937c8edf-2bc5-4070-8bd6-f683f4450f62 · outbound

This paper cites Mudis: An audio-independent, wide-angle, and leak-free multi-directional speaker.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Mudis: An audio-independent, wide-angle, and leak-free multi-directional speaker

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Observation abdb298f-44aa-49c0-b227-c680fdc6ccbb · outbound

This paper cites Acoustic metasurface-based perfect absorber with deep subwavelength thickness.Applied Physics Letters, 108(6):063502, 2016.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Acoustic metasurface-based perfect absorber with deep subwavelength thickness.Applied Physics Letters, 108(6):063502, 2016

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Observation 27ebaa74-cb56-44be-8956-099969cd3eac · outbound

This paper cites Extreme acoustic metamaterial by coiling up space.Physical review letters, 108(11):114301, 2012.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Extreme acoustic metamaterial by coiling up space.Physical review letters, 108(11):114301, 2012

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Observation c58eb6c8-359b-4f7c-bfe7-f0a1e7a95e45 · outbound

This paper cites Achromatic transmitted acoustic lens arrayed by cascaded helmholtz resonators.Applied Physics Express, 16(1):014004, 2023.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Achromatic transmitted acoustic lens arrayed by cascaded helmholtz resonators.Applied Physics Express, 16(1):014004, 2023

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Observation bec22f91-260e-4d16-8c46-584e137ac9b0 · outbound

This paper cites Deep learning-based design method for acoustic metasurface dual- feature fusion.Materials, 17(9):2166, 2024.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Deep learning-based design method for acoustic metasurface dual- feature fusion.Materials, 17(9):2166, 2024

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Observation b37b472d-cb6e-45cf-a172-702df39575d8 · outbound

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Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Acoustic metasurface with hybrid resonances.Nature Materials, 13:873–878, 2014

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Observation 2b475464-0c5e-4dbe-9049-65f2c772221a · outbound

This paper cites Deep learning for the design of photonic structures.Nature photonics, 15(2):77–90, 2021.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Deep learning for the design of photonic structures.Nature photonics, 15(2):77–90, 2021

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:43184a9790a95fe9f00b2cdff8b2c0acaf7ddb208a5fa061156d5c2002825b30

Observation 844c311f-c2d6-4a0f-be5f-2acbf77676e5 · outbound

This paper cites Piggott, Weiliang Jin, Jelena Vuck- ović, and Alejandro W.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Piggott, Weiliang Jin, Jelena Vuck- ović, and Alejandro W

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:4ce9e07f18c4112b43693ada0a573288ba77241a07831291f0fbfdc341778eab

Observation d184e110-aef5-404e-a349-1ce0fbfeb08e · outbound

This paper cites A portable and stealthy inaudible voice attack based on acoustic metamaterials.IEEE Transactions on Information Forensics and Security, 2025.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design A portable and stealthy inaudible voice attack based on acoustic metamaterials.IEEE Transactions on Information Forensics and Security, 2025

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:1d7af5bf027f54e58645d507487595116e244f4650ab4a0247b0dd3557bdc3e7

Observation 37db35ec-0080-4fa2-9864-3c8a729de97a · outbound

This paper cites Metaguardian: Enhancing voice assistant security through advanced acoustic meta- materials.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Metaguardian: Enhancing voice assistant security through advanced acoustic meta- materials

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:c5d25f584fbe06ed118819875482d5ac1637b2a4896fdff710946a123eee31b5

Observation 70ae732f-16f0-474f-a027-f060be6c4391 · outbound

This paper cites Topology optimization of acous- tic metasurfaces by using a two-scale homogenization method.Applied Mathematical Modelling, 98:465–497, 2021.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Topology optimization of acous- tic metasurfaces by using a two-scale homogenization method.Applied Mathematical Modelling, 98:465–497, 2021

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:b9097484560fa1b8831444896103ec810ac03b987a071532555a173d47358856

Observation 017a4171-2d1c-4f92-9e35-2985ebe05353 · outbound

This paper cites Multilayer perceptron and neural networks.WSEAS transactions on circuits and systems, 8(7):579–588, 2009.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Multilayer perceptron and neural networks.WSEAS transactions on circuits and systems, 8(7):579–588, 2009

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:c636b1d7de3cfa6d82751476274250f33471fab7f6b0e61e2a21079a3b88d6f1

Observation bfe87c05-da1e-464b-90fa-61ed37da638b · outbound

This paper cites Broadband sound absorption using multiple hybrid resonances of acoustic metasurfaces.International Journal of Mechanical Sciences, 229:107508, 2022.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Broadband sound absorption using multiple hybrid resonances of acoustic metasurfaces.International Journal of Mechanical Sciences, 229:107508, 2022

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:69a1815a2009999a435a7d2608fada584943595aa1b74700db6b72f705e30b66

Observation 05200597-abfe-41e9-9f44-928a4855c872 · outbound

This paper cites Learning to modulate pre-trained models in rl.Advances in Neural Information Processing Systems, 36:38231–38265, 2023.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Learning to modulate pre-trained models in rl.Advances in Neural Information Processing Systems, 36:38231–38265, 2023

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:27b6529fc8fed6cf97bdc9099117bbeb07478f2e8755c5eac65f82c6948fe737

Observation 5e1123bc-2cd9-4451-8314-70e82c5e4e64 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:c31b8cb161065ce6fc4ee00c5d653c57da09adcf19f34ddc8668f3489dd8c20f

Observation c32cb53a-a01d-43d3-ac5d-c5c1061a65c3 · outbound

This paper cites Nelder-mead algorithm.Scholarpedia, 4(7):2928, 2009.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Nelder-mead algorithm.Scholarpedia, 4(7):2928, 2009

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:93b7a18e9993307c5b71a1ea0de5bd97120aed611387730caa7bf247b9f5fb8c

Observation b7a21b3f-a356-4e83-9048-2fbe7c742ed9 · outbound

This paper cites Numeracy for language models: Evaluating and improving their ability to predict numbers.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Numeracy for language models: Evaluating and improving their ability to predict numbers

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:c1b90d290eb34dc997a5f50cc370b064e0bc87122523ff34bf7cc909f62a5184

Observation 0a431e37-fb18-4e41-be9d-edada373a59e · outbound

This paper cites Broad- band acoustic focusing via binary rectangular cavity/helmholtz res- onator metasurface.Journal of Applied Physics, 129(15), 2021.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Broad- band acoustic focusing via binary rectangular cavity/helmholtz res- onator metasurface.Journal of Applied Physics, 129(15), 2021

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:97658743e690e79d049cc2b7b301e6316bcf8f0389c4225c371ed427b673e0ee

Observation b1d4d8f0-8796-4545-876d-66874882692f · outbound

This paper cites Attention is all you need.Advances in neural information processing systems, 30, 2017.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Attention is all you need.Advances in neural information processing systems, 30, 2017

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:5ad6db0094a8f95173657237a79ad185c7be865d3d29e77e766b46457466e734

Observation ec36b446-ad99-4a90-bef5-79ad5e7cffe3 · outbound

This paper cites Metasonic: Advancing robot localization with directional embedded acoustic signals.IEEE Robotics and Automation Letters, 2025.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Metasonic: Advancing robot localization with directional embedded acoustic signals.IEEE Robotics and Automation Letters, 2025

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:ed61ad4be1cc7c2ae9c8a18787705dd4dd3e3c1fab90ab413eb990cba4be33e5

Observation f3920a29-b4e3-4f43-bd2a-059cfd0eef5a · outbound

This paper cites Wavefront modulation and sub- wavelength diffractive acoustics with an acoustic metasurface.Nature communications, 5(1):5553, 2014.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Wavefront modulation and sub- wavelength diffractive acoustics with an acoustic metasurface.Nature communications, 5(1):5553, 2014

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:3f98ed70cc531a59c30dd51991ef48ff68bf990ab6618761d1eefe0f917e83da

Observation c20bd7a8-dc53-4509-be81-472e827d4281 · outbound

This paper cites Inverse design on customised absorption of acoustic metamaterials with high degrees of freedom by deep learning.Mechanical Systems and Signal Processing, 237:112989, 2025.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Inverse design on customised absorption of acoustic metamaterials with high degrees of freedom by deep learning.Mechanical Systems and Signal Processing, 237:112989, 2025

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:35ff08d6b33a27c8474e3ed8e8620992c7409abb2d2d827a3fef090428be8b51

Observation 6fe4a115-6223-4f04-946d-27f595550cbe · outbound

This paper cites Development of adjustable paral- lel helmholtz acoustic metamaterial for broad low-frequency sound absorption band.Materials, 15(17):5938, 2022.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Development of adjustable paral- lel helmholtz acoustic metamaterial for broad low-frequency sound absorption band.Materials, 15(17):5938, 2022

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:1500cb6921611562a668a62f023ed30b7b3da11cff037dfa1b87ad1387b79673

Observation fa4b2456-82c8-4160-b5bc-f7b7b751e8ba · outbound

This paper cites Flat optics with designer metasur- faces.Nature materials, 13(2):139–150, 2014.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Flat optics with designer metasur- faces.Nature materials, 13(2):139–150, 2014

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:dcfec285da561c9fdc182db3376578ea9f5edcd84c63cffeace11c2c2603193f

Observation 5d45e7d9-57ff-4e21-842a-08c23a5dfffe · outbound

This paper cites Learning to inversely design acoustic metamaterials for enhanced performance.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Learning to inversely design acoustic metamaterials for enhanced performance

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:97fe517f53f09d7d6f1fa62100336a527135a07b878c5cad014d3f6e5efd0b03

Observation fc8b722f-2ef3-4abf-8aa3-ad1e7e8de5ed · outbound

This paper cites Remote whispering metamaterial for non-radiative transceiving of ultra-weak sound.Nature Communications, 12(1):3670, 2021.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Remote whispering metamaterial for non-radiative transceiving of ultra-weak sound.Nature Communications, 12(1):3670, 2021

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:8275e866dffff1cbecf1eb36fda926725b5b8e4678b09b7d8134ac9e34fe4f6c

Observation 46d76219-4c40-4186-9ec7-a19b7591ec5d · outbound

This paper cites A Survey of Large Language Models.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design A Survey of Large Language Models

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local_arxiv, observed 2026-07-03T03:37:35.198571Z

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:5278aee53a4f8aa838a07d1cf022eb9667d5bea2893c423d70ae22886da2d194

Observation 96f08709-753a-45dd-8b47-41f931bc0e4d · outbound

This paper cites Metagen: Llm-driven generative framework for intelligent metasurface element.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Metagen: Llm-driven generative framework for intelligent metasurface element

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:758f05f2ccd1d02913524448dc96f71b28434245f114cab6ee6faf659a8a80d1

Observation 56c3b83a-f1e6-491a-9bfa-8572e18c0d7b · outbound

This paper cites M2silent: Enabling multi-user silent speech interactions via multi-directional speakers in shared spaces.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design M2silent: Enabling multi-user silent speech interactions via multi-directional speakers in shared spaces

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:30b7e2739794b1cb686b7a418115b513342e10167f4988e02206a16445d3723d

Observation 60488eb3-5458-4cf6-8d56-befff6847c83 · outbound

This paper cites Reverse design of broadband sound absorption structure based on deep learning method.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Reverse design of broadband sound absorption structure based on deep learning method

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:bb1502b6b205cecfc73de63eb4624bacb302ec641d83336ae91dd2eec5edbc9b

Observation cfc2224c-8b13-4aca-ade5-8c10002a357f · outbound

This paper cites Al- gorithm 778: L-bfgs-b: Fortran subroutines for large-scale bound- constrained optimization.ACM Transactions on mathematical software (TOMS), 23(4):550–560, 1997.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Al- gorithm 778: L-bfgs-b: Fortran subroutines for large-scale bound- constrained optimization.ACM Transactions on mathematical software (TOMS), 23(4):550–560, 1997

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:1b9395a6a217e78061b965fcab801bb5fccebf6bd961da97dbf8748e7993077e

Observation 0c080810-2a41-4624-b16b-d866536ca546 · outbound

This paper cites Parameter prediction and inverse design of metamaterial acoustic absorber based on artificial neural network.Acta Acustica, 50(2):257–267, 2025.

Physics-Guided Sequence-Based Generative Framework for Acoustic Metamaterial Inverse Design Parameter prediction and inverse design of metamaterial acoustic absorber based on artificial neural network.Acta Acustica, 50(2):257–267, 2025

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source=pdf_text observed=2026-06-27T15:14:53.125210Z digest=sha256:1a4fbb44139d2617fe1f0e16531ae4cf846e5bce9c49fde37c351e3b8bb6aeac

Pith citing papers

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