Articles with "guarantees imitation" as a keyword



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Imitation Learning With Stability and Safety Guarantees

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Published in 2022 at "IEEE Control Systems Letters"

DOI: 10.1109/lcsys.2021.3077861

Abstract: A method is presented to learn neural network (NN) controllers with stability and safety guarantees through imitation learning (IL). Convex stability and safety conditions are derived for linear time-invariant systems with NN controllers by merging… read more here.

Keywords: safety guarantees; stability safety; imitation learning; stability ... See more keywords