Robustness guarantees for Bayesian inference with Gaussian processes
Bayesian inference and Gaussian processes are widely used in applications ranging from robotics and control to biological systems. Many of these applications are safety-critical and require a characterization of the uncertainty associated with the learning model and formal guarantees on its predicti...
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AAAI Press
2019
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