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20222026
most citedAccelerating Deep Learning Model Inference on Arm CPUs with Ultra-Low Bit Quantization and Runtime

3 citations · 7 across the 11 of their papers we have counts for

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cs.LG2022★ 3 cited

Accelerating Deep Learning Model Inference on Arm CPUs with Ultra-Low Bit Quantization and Runtime

Saad Ashfaq, MohammadHossein AskariHemmat, Sudhakar Sah +3

Deep Learning has been one of the most disruptive technological advancements in recent times. The high performance of deep learning models comes at the expense of high computationa…

cs.CV2022★ 3 cited

QReg: On Regularization Effects of Quantization

MohammadHossein AskariHemmat, Reyhane Askari Hemmat, Alex Hoffman +6

In this paper we study the effects of quantization in DNN training. We hypothesize that weight quantization is a form of regularization and the amount of regularization is correlat…