Higher-Accuracy Photonic Neural Networks via Duplication Schemes for Noise Reduction

2023 International Conference on Photonics in Switching and Computing (PSC)(2023)

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摘要
We present how feasible duplication schemes for reducing noise in optical neural networks achieve accuracy gains when compared to implementations without duplication. Performance gains are 7.4% at a practical chip size, and noise can be negated completely in a many-duplication regime.
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关键词
Optical Neural Networks,Law of Large Numbers,Universal Approximation
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