activity
20222026
most citedMultiplier with Reduced Activities and Minimized Interconnect for Inner Product Arrays

6 citations · 10 across the 6 of their papers we have counts for

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Showing 2024Show all

2 papers · 1 filter

cs.LG2024

USEFUSE: Uniform Stride for Enhanced Performance in Fused Layer Architecture of Deep Neural Networks

Muhammad Sohail Ibrahim, Muhammad Usman, Jeong-A Lee

Convolutional Neural Networks (CNNs) are crucial in various applications, but their deployment on resource-constrained edge devices poses challenges. This study presents the Sum-of…

cs.AR2024

L2R-CIPU: Efficient CNN Computation with Left-to-Right Composite Inner Product Units

Malik Zohaib Nisar, Mohammad Sohail Ibrahim, Muhammad Usman +1

This paper proposes a composite inner-product computation unit based on left-to-right (LR) arithmetic for the acceleration of convolution neural networks (CNN) on hardware. The eff…