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Tunable Nonlinear Activation Functions for Optical Neural Networks

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Abstract

We introduce an electro-optic hardware platform for realizing optical nonlin earities and demonstrate that, as a nonlinear activation function, it can substantially improve the classification performance of optical neural networks.

© 2020 The Author(s)

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More Like This
Optical Nonlinear Activation Functions Based on MZI-Structure for Optical Neural Networks

Qiang Li, Shengping Liu, Yang Zhao, Wei Wang, Ye Tian, Junbo Feng, and Jin Guo
T4D.4 Asia Communications and Photonics Conference (ACPC) 2020

Efficient Nonlinear Activation Function in Optical Neural Network

H. Zhang, L. X. Wan, M. Gu, X. D. Jiang, J. Thompson, H. Cai, S. Paesani, R. Santagati, A. Laing, G. Q. Lo, D. L. Kwong, L. C. Kwek, and A. Q. Liu
JTh2B.6 CLEO: Applications and Technology (CLEO_AT) 2020

Electrooptic Nonlinear Activation Functions for Vector Matrix Multiplications in Optical Neural Networks

Jonathan George, Rubab Amin, Armin Mehrabian, Jacob Khurgin, Tarek El-Ghazawi, Paul R. Prucnal, and Volker J. Sorger
SpW4G.3 Signal Processing in Photonic Communications (SPPCom) 2018

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