Dynamical memristors for higher-complexity neuromorphic computing

S Kumar, X Wang, JP Strachan, Y Yang… - Nature Reviews …, 2022 - nature.com
Research on electronic devices and materials is currently driven by both the slowing down
of transistor scaling and the exponential growth of computing needs, which make present …

Ising machines as hardware solvers of combinatorial optimization problems

N Mohseni, PL McMahon, T Byrnes - Nature Reviews Physics, 2022 - nature.com
Ising machines are hardware solvers that aim to find the absolute or approximate ground
states of the Ising model. The Ising model is of fundamental computational interest because …

An Ising Hamiltonian solver based on coupled stochastic phase-transition nano-oscillators

S Dutta, A Khanna, AS Assoa, H Paik, DG Schlom… - Nature …, 2021 - nature.com
Combinatorial optimization problems belong to the non-deterministic polynomial time (NP)-
hard complexity class, and their computational requirements scale exponentially with …

A fully programmable 100-spin coherent Ising machine with all-to-all connections

PL McMahon, A Marandi, Y Haribara, R Hamerly… - Science, 2016 - science.org
Unconventional, special-purpose machines may aid in accelerating the solution of some of
the hardest problems in computing, such as large-scale combinatorial optimizations, by …

[HTML][HTML] Coupled oscillators for computing: A review and perspective

G Csaba, W Porod - Applied physics reviews, 2020 - pubs.aip.org
Coupled oscillators are highly complex dynamical systems, and it is an intriguing concept to
use this oscillator dynamics for computation. The idea is not new, but is currently the subject …

The building blocks of a brain-inspired computer

JD Kendall, S Kumar - Applied Physics Reviews, 2020 - pubs.aip.org
Computers have undergone tremendous improvements in performance over the last 60
years, but those improvements have significantly slowed down over the last decade, owing …

OIM: Oscillator-based Ising machines for solving combinatorial optimisation problems

T Wang, J Roychowdhury - … Conference, UCNC 2019, Tokyo, Japan, June …, 2019 - Springer
We present a new way to make Ising machines, ie, using networks of coupled self-sustaining
nonlinear oscillators. Our scheme is theoretically rooted in a novel result that establishes …

Coherent Ising machines—optical neural networks operating at the quantum limit

Y Yamamoto, K Aihara, T Leleu… - npj Quantum …, 2017 - nature.com
In this article, we will introduce the basic concept and the quantum feature of a novel
computing system, coherent Ising machines, and describe their theoretical and experimental …

Solving the big computing problems in the twenty-first century

AA Conklin, S Kumar - Nature Electronics, 2023 - nature.com
Substantial improvements in computing energy efficiency, by up to ten orders of magnitude,
will be required to solve major computing problems—such as planetary-scale weather …

Destabilization of local minima in analog spin systems by correction of amplitude heterogeneity

T Leleu, Y Yamamoto, PL McMahon, K Aihara - Physical review letters, 2019 - APS
The relaxation of binary spins to analog values has been the subject of much debate in the
field of statistical physics, neural networks, and more recently quantum computing, notably …