Symbolic Neural Architecture Search for Differential Equations

In this paper, we introduce the first use of symbolic integration that leverages the machine learning infrastructure, such as automatic differentiation, to find analytical approximations of ordinary and partial differential equations. Analytical solutions to differential equations are at the core of...

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Bibliographic Details

Published in:	IEEE Access
Main Authors:	Paulius Sasnauskas, Linas Petkevicius
Format:	Article
Language:	English
Published:	IEEE 2023-01-01
Subjects:	Symbolic integration machine learning PDE neural architecture search
Online Access:	https://ieeexplore.ieee.org/document/10354328/