… The potential application of DL to the physical layer has also … , high speed and accurate
processing requirements; these … on DL-based physical layer processing, including leveraging …

… Many signal processing functions within the physical layer can be learned as either regression
or classification tasks. Here we look at the well-known problem of modulation classifica…

… schemes with the core physical layer processing [2]. However, … radio (5G-NR) physical layer
has been exhaustive during the … level, over a physical resource block group including single …

… systems used to guarantee confidentiality on physical layer, focusing on secrecy signal
processing in both data transmissions and channel estimation. Reference [155] presented a …

… security has greatly benefited from recent advances to the point where optimization has
now emerged as a major signal processing technique. Towards general optimization problem (…

… Native support of NNs: Sionna enables seamless integration of NNs in the physical layer
signal processing chain. As most building blocks are differentiable, gradients can be …

… -time 10-Gbps throughput for a single PHY process as an initial test of the feasibility … layer
processing of encryption in [18], [19]. This paper is the first to fully implement all upstream PHY …

… of DL models to provide more explainable and predictable models in physical layer
communications. In fact, many signal processing modules in communication systems, such as multi-…

… that need to be addressed at the physical layer to boost follow-up research in the 6G
ecosystem. • Finally, we articulate the critical role of fundamental signal processing (SP) in the 6G …

… designed coding techniques and signal processing strategies. In this vein, it … physical layer
security with CSIT uncertainty. We focus on both information theoretic and signal processing …