2 papers
cs.AR2024
ONE-SA: Enabling Nonlinear Operations in Systolic Arrays for Efficient and Flexible Neural Network Inference
Ruiqi Sun, Yinchen Ni, Xin He +2
The computation and memory-intensive nature of DNNs limits their use in many mobile and embedded contexts. Application-specific integrated circuit (ASIC) hardware accelerators empl…
cs.LG2023
NeuralMatrix: Compute the Entire Neural Networks with Linear Matrix Operations for Efficient Inference
Ruiqi Sun, Siwei Ye, Jie Zhao +4
The inherent diversity of computation types within the deep neural network (DNN) models often requires a variety of specialized units in hardware processors, which limits computati…