2 papers
cs.LG2025
G-Net: A Provably Easy Construction of High-Accuracy Random Binary Neural Networks
Alireza Aghasi, Nicholas Marshall, Saeid Pourmand +1
We propose a novel randomized algorithm for constructing binary neural networks with tunable accuracy. This approach is motivated by hyperdimensional computing (HDC), which is a br…
cs.LG2024
Laplace-HDC: Understanding the geometry of binary hyperdimensional computing
Saeid Pourmand, Wyatt D. Whiting, Alireza Aghasi +1
This paper studies the geometry of binary hyperdimensional computing (HDC), a computational scheme in which data are encoded using high-dimensional binary vectors. We establish a r…