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We experimentally demonstrate an end-to-end all-optical recurrent neural net-work utilizing short laser pulses and ultrafastĪ(2)nonlinear optics to unlock unprecedented computational clock rates and massively parallel information processing for time-series classification and prediction tasks.more » « less
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Parto, Midya; Li, Gordon HY; Sekine, Ryoto; Gray, Robert M; Ledezma, Luis L; Williams, James; Marandi, Alireza (, Optica Publishing Group)We experimentally demonstrate a recurrent optical neural network based on a nanophotonic optical parametric oscillator fabricated on thin-film lithium niobate. Our demonstration paves the way for realizing optical neural networks exhibiting ultra-low la-tencies.more » « less
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Li, Gordon HY; Leefmans, Christian R; Williams, James; Gray, Robert M; Parto, Midya; Marandi, Alireza (, Optica Publishing Group)Neural networks based on Cellular Automata (CA) have recently yielded more robust, reliable, and parameter-efficient machine learning models. We experimentally demonstrate the first photonic implementation of CA which successfully performs image classification on the Fashion-MNIST dataset.more » « less
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