• Technical Conference:  30 March – 03 April 2025
  • Exhibition: 01 – 03 April 2025
  • Moscone Center, San Francisco, California, USA
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Poster / Demo

Activation Stretching for Tackling Noise in Photonic Aware Neural Networks (Th2A.13)

Presenter: Emilio Paolini, Scuola Superiore Sant'Anna

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.

Authors:Emilio Paolini, Scuola Superiore Sant'Anna / Lorenzo De Marinis, Scuola Superiore Sant'Anna / Luca Valcarenghi, Scuola Superiore Sant'Anna / Luca Maggiani, Sma-RTy / Nicola Andriolli, Consiglio Nazionale delle Ricerche

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