Improving Neural Network Efficiency Using Piecewise Linear Approximation of Activation Functions

Activation functions play a pivotal role in Neural Networks by enabling the modeling of complex non-linear relationships within data. However, the computational cost associated with certain activation functions, such as the hyperbolic tangent (tanh) and its gradient, can be substantial. In this stud...

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Bibliographic Details
Published in:Proceedings of the International Florida Artificial Intelligence Research Society Conference Vol. 38; no. 1
Main Authors: Reddy, Pavan, Gujral, Aditya Sanjay
Format: Journal Article
Language:English
Published: LibraryPress@UF 14.05.2025
ISSN:2334-0754, 2334-0762
Online Access:Get full text
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