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On Local Entropy, Stochastic Control, and Deep Neural Networks

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In this letter, we connect some recent papers on smoothing of energy landscapes and scored-based generative models of machine learning to classical work in stochastic control. We clarify these connections… Click to show full abstract

In this letter, we connect some recent papers on smoothing of energy landscapes and scored-based generative models of machine learning to classical work in stochastic control. We clarify these connections providing rigorous statements and representations which may serve as guidelines for further learning models.

Keywords: deep neural; control; control deep; entropy stochastic; stochastic control; local entropy

Journal Title: IEEE Control Systems Letters
Year Published: 2022

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