20 citations · 57 across the 8 of their papers we have counts for
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cs.RO2017★ 5 cited
Agile Autonomous Driving using End-to-End Deep Imitation Learning
Yunpeng Pan, Ching-An Cheng, Kamil Saigol +4
We present an end-to-end imitation learning system for agile, off-road autonomous driving using only low-cost sensors. By imitating a model predictive controller equipped with adva…
cs.RO2016★ 7 cited
Adaptive Probabilistic Trajectory Optimization via Efficient Approximate Inference
Yunpeng Pan, Xinyan Yan, Evangelos Theodorou +1
Robotic systems must be able to quickly and robustly make decisions when operating in uncertain and dynamic environments. While Reinforcement Learning (RL) can be used to compute o…