50 citations · 85 across the 2 of their papers we have counts for
2 papers
cs.LG2019★ 50 cited
Density Encoding Enables Resource-Efficient Randomly Connected Neural Networks
Denis Kleyko, Mansour Kheffache, E. Paxon Frady +2
The deployment of machine learning algorithms on resource-constrained edge devices is an important challenge from both theoretical and applied points of view. In this article, we f…
cs.NE2017★ 35 cited
Integer Echo State Networks: Efficient Reservoir Computing for Digital Hardware
Denis Kleyko, E. Paxon Frady, Mansour Kheffache +1
We propose an approximation of Echo State Networks (ESN) that can be efficiently implemented on digital hardware based on the mathematics of hyperdimensional computing. The reservo…