Search Results for author: Amirreza Neshaei Moghaddam

Found 1 papers, 0 papers with code

Sample Complexity of the Linear Quadratic Regulator: A Reinforcement Learning Lens

no code implementations16 Apr 2024 Amirreza Neshaei Moghaddam, Alex Olshevsky, Bahman Gharesifard

We provide the first known algorithm that provably achieves $\varepsilon$-optimality within $\widetilde{\mathcal{O}}(1/\varepsilon)$ function evaluations for the discounted discrete-time LQR problem with unknown parameters, without relying on two-point gradient estimates.

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