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04/06/2021
Taming Adversarial Robustness via Abstaining
In this work, we consider a binary classification problem and cast it in...
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03/30/2021
Learning Robust Feedback Policies from Demonstrations
In this work we propose and analyze a new framework to learn feedback co...
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06/05/2020
Lipschitz Bounds and Provably Robust Training by Laplacian Smoothing
In this work we propose a graph-based learning framework to train models...
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12/21/2019
On the Robustness of Data-Driven Controllers for Linear Systems
This paper proposes a new framework and several results to quantify the ...
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03/04/2019