most citedAccelerating Deep Neural Networks via Semi-Structured Activation Sparsity

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cs.LG2024

ActNAS : Generating Efficient YOLO Models using Activation NAS

Sudhakar Sah, Ravish Kumar, Darshan C. Ganji +1

Activation functions introduce non-linearity into Neural Networks, enabling them to learn complex patterns. Different activation functions vary in speed and accuracy, ranging from…

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…