5 citations · 11 across the 8 of their papers we have counts for
5 papers · 1 filter
Cooperative Channel Capacity Learning
Nunzio A. Letizia, Andrea M. Tonello, H. Vincent Poor
In this paper, the problem of determining the capacity of a communication channel is formulated as a cooperative game, between a generator and a discriminator, that is solved via d…
MIND: Maximum Mutual Information Based Neural Decoder
Andrea M. Tonello, Nunzio A. Letizia
We are assisting at a growing interest in the development of learning architectures with application to digital communication systems. Herein, we consider the detection/decoding pr…
Discriminative Mutual Information Estimation for the Design of Channel Capacity Driven Autoencoders
Nunzio A. Letizia, Andrea M. Tonello
The development of optimal and efficient machine learning-based communication systems is likely to be a key enabler of beyond 5G communication technologies. In this direction, phys…
Discriminative Mutual Information Estimators for Channel Capacity Learning
Nunzio A. Letizia, Andrea M. Tonello
Channel capacity plays a crucial role in the development of modern communication systems as it represents the maximum rate at which information can be reliably transmitted over a c…
Capacity-Approaching Autoencoders for Communications
Nunzio A. Letizia, Andrea M. Tonello
The autoencoder concept has fostered the reinterpretation and the design of modern communication systems. It consists of an encoder, a channel, and a decoder block which modify the…