30 citations · 44 across the 6 of their papers we have counts for
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stat.ML2020★ 8 cited
Efficient Optimistic Exploration in Linear-Quadratic Regulators via Lagrangian Relaxation
Marc Abeille, Alessandro Lazaric
We study the exploration-exploitation dilemma in the linear quadratic regulator (LQR) setting. Inspired by the extended value iteration algorithm used in optimistic algorithms for…
stat.ML2017★ 30 cited
Thompson Sampling for Linear-Quadratic Control Problems
Marc Abeille, Alessandro Lazaric
We consider the exploration-exploitation tradeoff in linear quadratic (LQ) control problems, where the state dynamics is linear and the cost function is quadratic in states and con…