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cs.LG2025
Balancing Robustness and Efficiency in Embedded DNNs Through Activation Function Selection
Jon Gutiérrez-Zaballa, Koldo Basterretxea, Javier Echanobe
Machine learning-based embedded systems for safety-critical applications, such as aerospace and autonomous driving, must be robust to perturbations caused by soft errors. As transi…
cs.LG2024
Designing DNNs for a trade-off between robustness and processing performance in embedded devices
Jon Gutiérrez-Zaballa, Koldo Basterretxea, Javier Echanobe
Machine learning-based embedded systems employed in safety-critical applications such as aerospace and autonomous driving need to be robust against perturbations produced by soft e…