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05/07/2021
Learning-enhanced robust controller synthesis with rigorous statistical and control-theoretic guarantees
The combination of machine learning with control offers many opportuniti...
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05/06/2021
Practical and Rigorous Uncertainty Bounds for Gaussian Process Regression
Gaussian Process Regression is a popular nonparametric regression method...
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01/18/2021
Stable Recovery of Entangled Weights: Towards Robust Identification of Deep Neural Networks from Minimal Samples
In this paper we approach the problem of unique and stable identifiabili...
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04/23/2020