141 citations · 148 across the 6 of their papers we have counts for
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cs.LG2016
Deep Reinforcement Learning Radio Control and Signal Detection with KeRLym, a Gym RL Agent
Timothy J. O'Shea, T. Charles Clancy
This paper presents research in progress investigating the viability and adaptation of reinforcement learning using deep neural network based function approximation for the task of…
cs.LG2016
Unsupervised Representation Learning of Structured Radio Communication Signals
Timothy J. O'Shea, Johnathan Corgan, T. Charles Clancy
We explore unsupervised representation learning of radio communication signals in raw sampled time series representation. We demonstrate that we can learn modulation basis function…