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Simulating Fractional Stride Decrease in Binary Neural Networks Using Exponential and Logarithmic Decay: A Comparative Experiment in Energy-Efficient BNN Design

Published • Jul 23, 2026
Authors:
Jonathan F. Lancelot

Abstract

This paper takes a novel approach to simulating fractional stride decreases in binary neural networks (BNNs), addressing the limitations of fixed integer strides typically used in traditional convolutional neural networks (CNNs). By introducing a dynamic stride adjustment mechanism that reduces stri...

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