8 citations · 9 across the 2 of their papers we have counts for
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cs.LG2022★ 1 cited
Online Control of Unknown Time-Varying Dynamical Systems
Edgar Minasyan, Paula Gradu, Max Simchowitz +1
We study online control of time-varying linear systems with unknown dynamics in the nonstochastic control model. At a high level, we demonstrate that this setting is \emph{qualitat…
cs.LG2020★ 8 cited
Making Non-Stochastic Control (Almost) as Easy as Stochastic
Max Simchowitz
Recent literature has made much progress in understanding \emph{online LQR}: a modern learning-theoretic take on the classical control problem in which a learner attempts to optima…
cs.LG2020
Improper Learning for Non-Stochastic Control
Max Simchowitz, Karan Singh, Elad Hazan
We consider the problem of controlling a possibly unknown linear dynamical system with adversarial perturbations, adversarially chosen convex loss functions, and partially observed…