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eess.SY2025
Efficient CNN Inference on Ultra-Low-Power MCUs via Saturation-Aware Convolution
Shiming Li, Luca Mottola, Yuan Yao +1
Quantized CNN inference on ultra-low-power MCUs incurs unnecessary computations in neurons that produce saturated output values. These values are too extreme and are eventually cla…
eess.SY2024
Energy versus Output Quality of Non-volatile Writes in Intermittent Computing
Rei Barjami, Antonio Miele, Luca Mottola
We explore how to improve the energy performance of battery-less Internet of Things (IoT) devices at the cost of a reduction in the quality of the output. Battery-less IoT devices…