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20222024
most citedAccelerating Deep Learning Model Inference on Arm CPUs with Ultra-Low Bit Quantization and Runtime

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

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cs.LG2023

DeepliteRT: Computer Vision at the Edge

Saad Ashfaq, Alexander Hoffman, Saptarshi Mitra +3

The proliferation of edge devices has unlocked unprecedented opportunities for deep learning model deployment in computer vision applications. However, these complex models require…

cs.LG2023

DeepGEMM: Accelerated Ultra Low-Precision Inference on CPU Architectures using Lookup Tables

Darshan C. Ganji, Saad Ashfaq, Ehsan Saboori +6

A lot of recent progress has been made in ultra low-bit quantization, promising significant improvements in latency, memory footprint and energy consumption on edge devices. Quanti…