Beyond Asymptotics: Targeted exploration with finite-sample guarantees

Janani Venkatasubramanian, Johannes Köhler, Frank Allgöwer

In this paper, we introduce a targeted exploration strategy for the non-asymptotic, finite-time case. The proposed strategy is applicable to uncertain linear time-invariant systems…