10 citations · 24 across the 10 of their papers we have counts for
5 papers · 1 filter
Hyperdimensional Computing vs. Neural Networks: Comparing Architecture and Learning Process
Dongning Ma, Xun Jiao
Hyperdimensional Computing (HDC) has obtained abundant attention as an emerging non von Neumann computing paradigm. Inspired by the way human brain functions, HDC leverages high di…
EnHDC: Ensemble Learning for Brain-Inspired Hyperdimensional Computing
Ruixuan Wang, Dongning Ma, Xun Jiao
Ensemble learning is a classical learning method utilizing a group of weak learners to form a strong learner, which aims to increase the accuracy of the model. Recently, brain-insp…
MoleHD: Ultra-Low-Cost Drug Discovery using Hyperdimensional Computing
Dongning Ma, Rahul Thapa, Xun Jiao
Modern drug discovery is often time-consuming, complex and cost-ineffective due to the large volume of molecular data and complicated molecular properties. Recently, machine learni…
HDXplore: Automated Blackbox Testing of Brain-Inspired Hyperdimensional Computing
Rahul Thapa, Dongning Ma, Xun Jiao
Inspired by the way human brain works, the emerging hyperdimensional computing (HDC) is getting more and more attention. HDC is an emerging computing scheme based on the working me…
HDTest: Differential Fuzz Testing of Brain-Inspired Hyperdimensional Computing
Dongning Ma, Jianmin Guo, Yu Jiang +1
Brain-inspired hyperdimensional computing (HDC) is an emerging computational paradigm that mimics brain cognition and leverages hyperdimensional vectors with fully distributed holo…