Search Results for author: Kamil Saigol

Found 2 papers, 0 papers with code

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

no code implementations27 Mar 2018 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 circumstances in which a test-time input differs significantly from the training set.

Autonomous Driving Imitation Learning +1

Imitation Learning for Agile Autonomous Driving

no code implementations21 Sep 2017 Yunpeng Pan, Ching-An Cheng, Kamil Saigol, Keuntaek Lee, Xinyan Yan, Evangelos Theodorou, Byron Boots

We present an end-to-end imitation learning system for agile, off-road autonomous driving using only low-cost on-board sensors.

Robotics

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