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. (c) 2023 The Author(s)
Activation Stretching for Tackling Noise in Photonic Aware Neural Networks
Andriolli, NUltimo
2024-01-01
Abstract
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. (c) 2023 The Author(s)File in questo prodotto:
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