Approximation opportunities in edge computing hardware: A systematic literature review

HJ Damsgaard, A Ometov, J Nurmi - ACM Computing Surveys, 2023 - dl.acm.org
With the increasing popularity of the Internet of Things and massive Machine Type
Communication technologies, the number of connected devices is rising. However, although …

Fast Exploration of the Impact of Precision Reduction on Spiking Neural Networks

S Saeedi, A Carpegna, A Savino… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Approximate Computing (AxC) techniques trade off computational accuracy for gains in
performance, energy efficiency, and area reduction. This trade-off is particularly …

Prediction of the Impact of Approximate Computing on Spiking Neural Networks via Interval Arithmetic

S Saeedi, A Carpegna, A Savino… - 2022 IEEE 23rd Latin …, 2022 - ieeexplore.ieee.org
Approximate Computing (AxC) techniques allow trade-off accuracy for performance, energy,
and area reduction gains. One of the applications suitable for using AxC techniques are the …

[PDF][PDF] Spiking Neural Network Data Reduction via Interval Arithmetic

S Saeedi, A Carpegna, A Savino… - Proceedings of the 18th …, 2022 - researchgate.net
Approximate Computing (AxC) allows reducing the accuracy required by the user and the
precision provided by the computing system to optimize the whole system in terms of …