12 citations · 20 across the 3 of their papers we have counts for
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cs.LG2012★ 8 cited
Imitation Learning with a Value-Based Prior
Umar Syed, Robert E. Schapire
The goal of imitation learning is for an apprentice to learn how to behave in a stochastic environment by observing a mentor demonstrating the correct behavior. Accurate prior know…
cs.LG2012★ 12 cited
Graphical Models for Bandit Problems
Kareem Amin, Michael Kearns, Umar Syed
We introduce a rich class of graphical models for multi-armed bandit problems that permit both the state or context space and the action space to be very large, yet succinctly spec…