3 papers
cs.LG2021
High Throughput Multi-Channel Parallelized Diffraction Convolutional Neural Network Accelerator
Zibo Hu, Shurui Li, Russell L. T. Schwartz +4
Convolutional neural networks are paramount in image and signal processing including the relevant classification and training tasks alike and constitute for the majority of machine…
eess.IV2020
Massively Parallel Amplitude-Only Fourier Neural Network
Mario Miscuglio, Zibo Hu, Shurui Li +5
Machine-intelligence has become a driving factor in modern society. However, its demand outpaces the underlying electronic technology due to limitations given by fundamental physic…
physics.app-ph2018
All-optical Nonlinear Activation Function for Photonic Neural Networks
Mario Miscuglio, Armin Mehrabian, Zibo Hu +5
With the recent successes of neural networks (NN) to perform machine-learning tasks, photonic-based NN designs may enable high throughput and low power neuromorphic compute paradig…