HEAL: Brain-inspired Hyperdimensional Efficient Active Learning

arXiv:2402.11223v1 Announce Type: new
Abstract: Drawing inspiration from the outstanding learning capability of our human brains, Hyperdimensional Computing (HDC) emerges as a novel computing paradigm, and it leverages high-dimensional vector presentation and operations for brain-like lightweight Machine Learning (ML). Practical deployments of HDC have significantly enhanced the learning efficiency compared to current deep ML methods on a broad spectrum of applications. However, boosting the data efficiency of HDC classifiers in supervised learning remains an open question. In this paper, we …

abstract active learning arxiv brain brain-inspired brains capability computing cs.lg current deployments efficiency human inspiration machine machine learning novel operations paradigm practical presentation type vector