Safe end-to-end imitation learning for model predictive control

Keuntaek Lee, Kamil Saigol, Evangelos A. Theodorou

We propose the use of Bayesian networks, which provide both a mean value and an uncertainty estimate as output, to enhance the safety of learned control policies under circumstance…