A feedforward optical neural network for image recognition is demonstrated through free-space optics in which the nonlinear activation function is provided by a resonant semiconductor saturable ...

Abstract: Verifying the robustness of neural network outputs to perturbations in inputs is a key criterion for integrating them as part of any commercial or safety-critical application. The Lipschitz ...

1 Department of Neurology, Zhejiang Province People’s Hospital Haining Hospital, Haining, China 2 Department of Rehabilitation Medicine, The Second Affiliated Hospital of Jiaxing University, The ...

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Bow-tie architecture (BTA) is widely observed in biological neural systems, yet the underlying mechanism driving its spontaneous emergence remains unclear. In this study, we identify a novel formation ...