Backpropagation through nonlinear units for the all-optical training of neural networks

We propose a practical scheme for end-to-end optical backpropagation in neural networks. Using saturable absorption for the nonlinear units, we find that the backward-propagating gradients required to train the network can be approximated in a surprisingly simple pump-probe scheme that requires only...

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Bibliographic Details
Main Authors: Guo, X, Barrett, TD, Wang, ZM, Lvovsky, AI
Format: Journal article
Language:English
Published: Optical Society of America 2021