most citedSense: Model Hardware Co-design for Accelerating Sparse CNN on Systolic Array

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cs.LG2022

Class-based Quantization for Neural Networks

Wenhao Sun, Grace Li Zhang, Huaxi Gu +2

In deep neural networks (DNNs), there are a huge number of weights and multiply-and-accumulate (MAC) operations. Accordingly, it is challenging to apply DNNs on resource-constraine…

cs.LG2022

SteppingNet: A Stepping Neural Network with Incremental Accuracy Enhancement

Wenhao Sun, Grace Li Zhang, Xunzhao Yin +4

Deep neural networks (DNNs) have successfully been applied in many fields in the past decades. However, the increasing number of multiply-and-accumulate (MAC) operations in DNNs pr…