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abstract: | This article discusses the use of a novel multiphase approach to the control of online machine learning algorithms in the presence of adversarial examples and other transient faults. In contrast to offline approaches to fault-tolerant control, the approach presented here supports online learning in the presence of both *malicious* transient faults, such as adversarial examples, and *benign* transient faults, such as measurement errors or other faults that are part of the learned model. The multiphase approach is based on the use of a virtual component that provides a reproducible implementation of the learned model. This allows for the use of fault-tolerant control (FTC) schemes, that require only local error bounds from the implementation, without requiring that the entire model be available at all times. The phases of the approach can be swapped out dynamically during the learning process, allowing the learning algorithm to be offline and online simultaneously.
author:
- | Florian Lang$^{1,2}$, Adam Fischer$^1$, Frederik Schmidt$^2$, and Bertram Schlegel$^{1,3}$ $^1$Systems and Control Theory Group, IFAC, ETH Zurich, Switzerland $^2$School of Engineering and Technology, University of New South Wales, Australia $^3$Department of Computer Science, University of Oregon, USA
bibliography:
- 'library.
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