no code implementations • 3 Nov 2022 • Emre Ozfatura, Yulin Shao, Amin Ghazanfari, Alberto Perotti, Branislav Popovic, Deniz Gunduz
Deep neural network (DNN)-assisted channel coding designs, such as low-complexity neural decoders for existing codes, or end-to-end neural-network-based auto-encoder designs are gaining interest recently due to their improved performance and flexibility; particularly for communication scenarios in which high-performing structured code designs do not exist.
no code implementations • 6 Sep 2021 • Amin Ghazanfari, Trinh Van Chien, Emil Björnson, Erik G. Larsson
The second one is a deep-learning-based approach that uses a neural network to identify a mapping between the available information and the effective channel gain.
