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 …

arxiv brain brain-inspired computing edge edge computing

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