13 citations · 14 across the 2 of their papers we have counts for
3 papers
cs.LG2020
NAS: Constrained Neural Architecture Search for Microcontrollers
Edgar Liberis, Łukasz Dudziak, Nicholas D. Lane
IoT devices are powered by microcontroller units (MCUs) which are extremely resource-scarce: a typical MCU may have an underpowered processor and around 64 KB of memory and persist…
eess.SP2020★ 1 cited
The Final Frontier: Deep Learning in Space
Vivek Kothari, Edgar Liberis, Nicholas D. Lane
Machine learning, particularly deep learning, is being increasing utilised in space applications, mirroring the groundbreaking success in many earthbound problems. Deploying a spac…
cs.LG2019★ 13 cited
Neural networks on microcontrollers: saving memory at inference via operator reordering
Edgar Liberis, Nicholas D. Lane
Designing deep learning models for highly-constrained hardware would allow imbuing many edge devices with intelligence. Microcontrollers (MCUs) are an attractive platform for build…