108 citations · 1k across the 42 of their papers we have counts for
6 papers · 1 filter
Gaussian Random Number Generator with Reconfigurable Mean and Variance using Stochastic Magnetic Tunnel Junctions
Punyashloka Debashis, Hai Li, Dmitri Nikonov +1
Generating high-quality random numbers with a Gaussian probability distribution function is an important and resource consuming computational task for many applications in the fiel…
A Coupled CMOS Oscillator Array for 8ns and 55pJ Inference in Convolutional Neural Networks
D. E. Nikonov, P. Kurahashi, J. S. Ayers +3
Oscillator neural networks (ONN) based on arrays of 26 CMOS ring oscillators designed and fabricated. ONN are used for inference of dot products with image fragments and kernels ne…
Convolution Inference via Synchronization of a Coupled CMOS Oscillator Array
D. E. Nikonov, P. Kurahashi, J. S. Ayers +3
Oscillator neural networks (ONN) are a promising hardware option for artificial intelligence. With an abundance of theoretical treatments of ONNs, few experimental implementations…
Benchmarking Physical Performance of Neural Inference Circuits
Dmitri E. Nikonov, Ian A. Young
Numerous neural network circuits and architectures are presently under active research for application to artificial intelligence and machine learning. Their physical performance m…
Shannon-inspired Statistical Computing to Enable Spintronics
Ameya D. Patil, Sasikanth Manipatruni, Dmitri Nikonov +2
Modern computing systems based on the von Neumann architecture are built from silicon complementary metal oxide semiconductor (CMOS) transistors that need to operate under practica…
Low-power Spin Valve Logic using Spin-transfer Torque with Automotion of Domain Walls
Sou-Chi Chang, Sasikanth Manipatruni, Dmitri E. Nikonov +2
A novel scheme for non-volatile digital computation is proposed using spin-transfer torque (STT) and automotion of magnetic domain walls (DWs). The basic computing element is compo…