most citedPhysical Layer Communications System Design Over-the-Air Using Adversarial Networks

2 citations

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2 papers

cs.LG2018★ 1 cited

Approximating the Void: Learning Stochastic Channel Models from Observation with Variational Generative Adversarial Networks

Timothy J. O'Shea, Tamoghna Roy, Nathan West

Channel modeling is a critical topic when considering designing, learning, or evaluating the performance of any communications system. Most prior work in designing or learning new…

eess.SP2018★ 2 cited

Physical Layer Communications System Design Over-the-Air Using Adversarial Networks

Timothy J. O'Shea, Tamoghna Roy, Nathan West +1

This paper presents a novel method for synthesizing new physical layer modulation and coding schemes for communications systems using a learning-based approach which does not requi…