… Abstract—We present and discuss several novel applications of deep learning (DL) for the
physical layer. By interpreting a communications system as an autoencoder, we develop a …

… On the other hand, many models in physical layer communica… DL can bring to wireless
physical layer communications, including … in the area of DL-based physical layer communications. …

… for deep learning-based 5G scenarios. Specifically, the key ideas for several important deep
learning-based … We envision that the appealing deep learning-based wireless physical layer …

… Deep learning has recently shown strong … of deep learning in mathematically well defined
and extremely challenging tasks of chess, Go, and protein folding, we posit that deep learning …

… This paper reviews the literature on the application of DL methods to the physical layer of
wireless communication systems to replace parts of the conventional communication system or …

… Although deep learning (DL) has been … adopting learning-based techniques to optimize
their spectrum usage. In this article, we first discuss the need for real-time DL at the physical layer…

… As a major branch of machine learning, deep learning (DL) has been applied in physical layer
… in model-driven DL approaches in physical layer communications, including transmission …

… on the applications of DL in the physical layer. First, we analyze the … physical layer
technologies, including both DL-based signal processing modules and end-to-end systems. Deep …

… a superior performance for deep learning based methods over … As the application of deep
learning techniques in physical layer … In order to circumvent the problem of physical channel …

… Traditional physical layer receivers often use processes such as carrier and symbol … problems
of the traditional physical layer receiver, in this paper, we introduce the deep learning (DL) …