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 …

A comprehensive review on triboelectric sensors and AI-integrated systems

S Duan, H Zhang, L Liu, Y Lin, F Zhao, P Chen, S Cao… - Materials Today, 2024 - Elsevier
Triboelectric sensors, derived from triboelectric nanogenerators, generate electrical signals
in response to mechanical stimuli. Its remarkable advantages of inherent self-powering, and …

Training an ising machine with equilibrium propagation

J Laydevant, D Marković, J Grollier - Nature Communications, 2024 - nature.com
Ising machines, which are hardware implementations of the Ising model of coupled spins,
have been influential in the development of unsupervised learning algorithms at the origins …

Large-scale coherent Ising machine based on optoelectronic parametric oscillator

Q Cen, H Ding, T Hao, S Guan, Z Qin, J Lyu… - Light: Science & …, 2022 - nature.com
Ising machines based on analog systems have the potential to accelerate the solution of
ubiquitous combinatorial optimization problems. Although some artificial spins to support …

A programmable hybrid digital chemical information processor based on the Belousov-Zhabotinsky reaction

A Sharma, MTK Ng, JM Parrilla Gutierrez… - nature …, 2024 - nature.com
The exponential growth of the power of modern digital computers is based upon the
miniaturization of vast nanoscale arrays of electronic switches, but this will be eventually …

Polaritonic xy-ising machine

KP Kalinin, A Amo, J Bloch, NG Berloff - Nanophotonics, 2020 - degruyter.com
Gain-dissipative systems of various physical origin have recently shown the ability to act as
analogue minimisers of hard combinatorial optimisation problems. Whether or not these …

The role of experimental noise in a hybrid classical-molecular computer to solve combinatorial optimization problems

VK Krasecki, A Sharma, AC Cavell, C Forman… - ACS Central …, 2023 - ACS Publications
Chemical and molecular-based computers may be promising alternatives to modern silicon-
based computers. In particular, hybrid systems, where tasks are split between a chemical …

Complex chemical reaction networks for future information processing

KS Csizi, E Lörtscher - Frontiers in Neuroscience, 2024 - frontiersin.org
Tackling the increasing energy demand of our society is one of the key challenges today.
With the rise of artificial intelligence, information and communication technologies started to …

Microwave photonic ising machine

Q Cen, T Hao, H Ding, S Guan, Z Qin, K Xu… - arxiv preprint arxiv …, 2020 - arxiv.org
Ising machines based on analog systems have the potential of acceleration in solving
ubiquitous combinatorial optimization problems. Although some artificial spins to support …

Active control of equilibrium, near-equilibrium, and far-from-equilibrium colloidal systems

MN McDonald, Q Zhu, WF Paxton, CK Peterson… - Soft Matter, 2023 - pubs.rsc.org
The development of top-down active control over bottom-up colloidal assembly processes
has the potential to produce materials, surfaces, and objects with applications in a wide …