5 citations · 5 across the 2 of their papers we have counts for
3 papers
SWIS -- Shared Weight bIt Sparsity for Efficient Neural Network Acceleration
Shurui Li, Wojciech Romaszkan, Alexander Graening +1
Quantization is spearheading the increase in performance and efficiency of neural network computing systems making headway into commodity hardware. We present SWIS - Shared Weight…
Channel Tiling for Improved Performance and Accuracy of Optical Neural Network Accelerators
Shurui Li, Mario Miscuglio, Volker J. Sorger +1
Low latency, high throughput inference on Convolution Neural Networks (CNNs) remains a challenge, especially for applications requiring large input or large kernel sizes. 4F optics…
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…