Harnessing machine learning to make nanosystems more energy efficient

https://phys.org/news/2023-05-harnessing-machine-nanosystems-energy-efficient.html

"heat engine... simulate flipping nanomagnetic bit between 0 and 1... computer that cools down as it runs, with the heat being sent somewhere else in your data center... Whitelam said the simulations are like a testbed for understanding concepts and ideas. "And here the idea is just showing that you can perform these protocols, either with little energy expense, or energy sucked in at the cost of going somewhere else, using measurements that could apply in a real-life experiment... data centers"

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Physicists achieve breakthrough in Monte Carlo computer simulations

https://phys.org/news/2023-07-physicists-breakthrough-monte-carlo-simulations.html

Exploiting nonlinear scattering medium for optical encryption, computation and machine learning

https://phys.org/news/2023-08-exploiting-nonlinear-medium-optical-encryption.html