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Automatic Differentiation is Essential in Training Neural Networks for Solving Differential Equations

Published Online: 2025-06-24

Published Print: 2025-08

Authors

Chen, Chuqi

Yang, Yahong

Xiang, Yang https://orcid.org/0000-0002-7279-3711
Hao, Wenrui
Funding

Funding for this research was provided by:

National Institute of General Medical Sciences (1R35GM146894)
License Information

Text and Data Mining valid from 2025-06-24

Version of Record valid from 2025-06-24
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Article History

Received: 25 September 2024

Revised: 10 March 2025

Accepted: 2 June 2025

First Online: 24 June 2025

Declarations

:

: The authors have no relevant financial or non-financial interests to disclose.

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