91 citations · 230 across the 7 of their papers we have counts for
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cs.LG2018★ 83 cited
Barrier-Certified Adaptive Reinforcement Learning with Applications to Brushbot Navigation
Motoya Ohnishi, Li Wang, Gennaro Notomista +1
This paper presents a safe learning framework that employs an adaptive model learning algorithm together with barrier certificates for systems with possibly nonstationary agent dyn…
cs.LG2017★ 7 cited
Safe Learning of Quadrotor Dynamics Using Barrier Certificates
Li Wang, Evangelos A. Theodorou, Magnus Egerstedt
To effectively control complex dynamical systems, accurate nonlinear models are typically needed. However, these models are not always known. In this paper, we present a data-drive…