3 papers
cs.LG2025
Copula Density Neural Estimation
Nunzio A. Letizia, Nicola Novello, Andrea M. Tonello
Probability density estimation from observed data constitutes a central task in statistics. In this brief, we focus on the problem of estimating the copula density associated to an…
cs.LG2025
Deep Learning Models for Physical Layer Communications
Nunzio A. Letizia
The increased availability of data and computing resources has enabled researchers to successfully adopt machine learning (ML) techniques and make significant contributions in seve…
cs.LG2024
Mutual Information Estimation via -Divergence and Data Derangements
Nunzio A. Letizia, Nicola Novello, Andrea M. Tonello
Estimating mutual information accurately is pivotal across diverse applications, from machine learning to communications and biology, enabling us to gain insights into the inner me…