Activation Stretching for Tackling Noise in Photonic Aware Neural Networks

Emilio Paolini,Lorenzo De Marinis,Luca Valcarenghi,Luca Maggiani,Nicola Andriolli

2024 Optical Fiber Communications Conference and Exhibition (OFC)（2024）

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摘要

This paper introduces a stretching strategy for nonlinear activation functions aimed to enhance noise resilience in photonic-aware neural networks. Its effectiveness is numerically demonstrated in counteracting different noise levels in low-resolution operations.

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关键词

Neural Network,Activation Function,Artificial Neural Network,Output Layer,Power Consumption,Greater Area,Additive Noise,Noise Sources,Presence Of Noise,Magnitude Of Noise

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