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Brain-Inspired Hyperdimensional Computing: How Thermal-Friendly for Edge Computing?. (arXiv:2204.03739v1 [cs.ET])
April 11, 2022, 1:11 a.m. | Paul R. Genssler, Austin Vas, Hussam Amrouch
cs.LG updates on arXiv.org arxiv.org
Brain-inspired hyperdimensional computing (HDC) is an emerging machine
learning (ML) methods. It is based on large vectors of binary or bipolar
symbols and a few simple mathematical operations. The promise of HDC is a
highly efficient implementation for embedded systems like wearables. While fast
implementations have been presented, other constraints have not been considered
for edge computing. In this work, we aim at answering how thermal-friendly HDC
for edge computing is. Devices like smartwatches, smart glasses, or even mobile
systems …
More from arxiv.org / cs.LG updates on arXiv.org
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