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Parametric encoding with attention and convolution mitigate spectral bias of neural partial differential equation solvers

Published Online: 2024-07-16

Published Print: 2024-07

Authors

Shishehbor, Mehdi

Hosseinmardi, Shirin

Bostanabad, Ramin https://orcid.org/0000-0001-7785-4117
Funding

Funding for this research was provided by:

Office of Naval Research (N000142312485)

NASA’s Space Technology Research Grants Program (80NSSC21K1809)

National Science Foundation
License Information

Text and Data Mining valid from 2024-07-01

Version of Record valid from 2024-07-01
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Article History

Received: 29 February 2024

Revised: 6 June 2024

Accepted: 10 June 2024

First Online: 16 July 2024

Declarations

:

: The authors declare that they have no conflict of interest.

: Our data, models, and codes are accessible via upon publication.

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