AIBullisharXiv – CS AI · Mar 177/10
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PrototypeNAS: Rapid Design of Deep Neural Networks for Microcontroller Units
PrototypeNAS is a new zero-shot neural architecture search method that rapidly designs and optimizes deep neural networks for microcontroller units without requiring extensive training. The system uses a three-step approach combining structural optimization, ensemble zero-shot proxies, and Hypervolume subset selection to identify efficient models within minutes that can run on resource-constrained edge devices.