304 citations · 1.6k across the 183 of their papers we have counts for
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cs.LG2010★ 111 cited
Fast Reinforcement Learning for Energy-Efficient Wireless Communications
Nicholas Mastronarde, Mihaela van der Schaar
We consider the problem of energy-efficient point-to-point transmission of delay-sensitive data (e.g. multimedia data) over a fading channel. Existing research on this topic utiliz…
cs.LG2010★ 18 cited
Structure-Aware Stochastic Control for Transmission Scheduling
Fangwen Fu, Mihaela van der Schaar
In this paper, we consider the problem of real-time transmission scheduling over time-varying channels. We first formulate the transmission scheduling problem as a Markov decision…