22 citations · 90 across the 19 of their papers we have counts for
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cs.LG2022
Eluder-based Regret for Stochastic Contextual MDPs
Orin Levy, Asaf Cassel, Alon Cohen +1
We present the E-UCRL algorithm for regret minimization in Stochastic Contextual Markov Decision Processes (CMDPs). The algorithm operates under the minimal assumptions of real…
cs.LG2022
Rate-Optimal Online Convex Optimization in Adaptive Linear Control
Asaf Cassel, Alon Cohen, Tomer Koren
We consider the problem of controlling an unknown linear dynamical system under adversarially changing convex costs and full feedback of both the state and cost function. We presen…
math.OC2022
Efficient Online Linear Control with Stochastic Convex Costs and Unknown Dynamics
Asaf Cassel, Alon Cohen, Tomer Koren
We consider the problem of controlling an unknown linear dynamical system under a stochastic convex cost and full feedback of both the state and cost function. We present a computa…