Review of magnetic tunnel junctions for stochastic computing

BR Zink, Y Lv, JP Wang - IEEE Journal on Exploratory Solid …, 2022 - ieeexplore.ieee.org
Modern computing schemes require large circuit areas and large energy consumption for
neuromorphic computing applications, such as recognition, classification, and prediction …

Hardware emulation of stochastic p-bits for invertible logic

AZ Pervaiz, LA Ghantasala, KY Camsari, S Datta - Scientific reports, 2017 - nature.com
The common feature of nearly all logic and memory devices is that they make use of stable
units to represent 0's and 1's. A completely different paradigm is based on three-terminal …

An overview of time-based computing with stochastic constructs

MH Najafi, S Jamali-Zavareh, DJ Lilja, MD Riedel… - IEEE Micro, 2017 - ieeexplore.ieee.org
Computing on time-based data is a recent evolution of research in stochastic computing. As
with stochastic computing, complex functions can be computed with remarkably low area …

A stochastic computing scheme of embedding random bit generation and processing in computational random access memory (SC-CRAM)

BR Zink, Y Lv, M Zabihi, H Cilasun… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
Stochastic computing (SC) has emerged as a promising solution for performing complex
functions on large amounts of data to meet future computing demands. However, the …

SPINBIS: Spintronics-based Bayesian inference system with stochastic computing

X Jia, J Yang, P Dai, R Liu, Y Chen… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Bayesian inference is an effective approach for solving statistical learning problems,
especially with uncertainty and incompleteness. However, Bayesian inference is a …

The synthesis of XNOR recurrent neural networks with stochastic logic

A Ardakani, Z Ji, A Ardakani… - Advances in Neural …, 2019 - proceedings.neurips.cc
The emergence of XNOR networks seek to reduce the model size and computational cost of
neural networks for their deployment on specialized hardware requiring real-time processes …

Analog to stochastic bit stream converter utilizing voltage-assisted spin Hall effect

H Lee, A Lee, F Ebrahimi, PK Amiri… - IEEE Electron Device …, 2017 - ieeexplore.ieee.org
We introducea spintronic analog to stochastic bit stream (SBS) converter (ASC) based on a
three terminal magnetic tunnel junction (MTJ) with a heavymetal layer. The critical current of …

Sudden power-outage resilient in-processor checkpointing for energy-harvesting nonvolatile processors

N Onizawa, A Mochizuki, A Tamakoshi… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
This paper introduces a sudden power-outage resilient in-processor checkpointing for
energy-harvesting nonvolatile processors. In energy harvesting applications, a power supply …

Area/energy-efficient gammatone filters based on stochastic computation

N Onizawa, S Koshita, S Sakamoto… - … Transactions on Very …, 2017 - ieeexplore.ieee.org
This paper introduces area/energy-efficient gammatone filters based on stochastic
computation. The gammatone filter well expresses the performance of human auditory …

On memory system design for stochastic computing

SK Khatamifard, MH Najafi, A Ghoreyshi… - IEEE Computer …, 2018 - ieeexplore.ieee.org
Growing uncertainty in design parameters (and therefore, in design functionality) renders
stochastic computing particularly promising, which represents and processes data as …