SymbolNet: neural symbolic regression with adaptive dynamic pruning for compression

Compact symbolic expressions have been shown to be more efficient than neural network (NN) models in terms of resource consumption and inference speed when implemented on custom hardware such as field-programmable gate arrays (FPGAs), while maintaining comparable accuracy (Tsoi et al 2024 EPJ Web Co...

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Bibliographic Details
Main Authors: Ho Fung Tsoi, Vladimir Loncar, Sridhara Dasu, Philip Harris
Format: Article
Language:English
Published: IOP Publishing 2025-01-01
Series:Machine Learning: Science and Technology
Subjects:
Online Access:https://doi.org/10.1088/2632-2153/adaad8
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