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All Publications

20 publications across deep learning, communications engineering, information theory, and robotics.

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2025

  1. Copula Density Neural Estimation

    Nunzio A. Letizia, Nicola Novello, Andrea M. Tonello

    IEEE Transactions on Neural Networks and Learning Systems

  2. Deep Learning Models for Physical Layer Communications

    Nunzio A. Letizia

    arXiv preprint (PhD dissertation)

2024

  1. Mutual Information Estimation via f-Divergence and Data Derangements

    Nunzio A. Letizia, Nicola Novello, Andrea M. Tonello

    Advances in Neural Information Processing Systems (NeurIPS), Vancouver, Canada

2023

  1. Cooperative Channel Capacity Learning

    Nunzio A. Letizia, Andrea M. Tonello, H. Vincent Poor

    IEEE Communications Letters, Princeton University

2022

  1. Segmented Generative Networks: Data Generation in the Uniform Probability Space

    Nunzio A. Letizia, Andrea M. Tonello

    IEEE Transactions on Neural Networks and Learning Systems

  2. MIND: Maximum Mutual Information Based Neural Decoder

    Andrea M. Tonello, Nunzio A. Letizia

    IEEE Communications Letters

  3. Discriminative Mutual Information Estimation for the Design of Channel Capacity Driven Autoencoders

    Nunzio A. Letizia, Andrea M. Tonello

    International Balkan Conference on Communications and Networking

2021

  1. A Novel Recursive Smooth Trajectory Generation Method for Unmanned Vehicles

    Nunzio A. Letizia, Babak Salamat, Andrea M. Tonello

    IEEE Transactions on Robotics

  2. Capacity-Driven Autoencoders for Communications

    Nunzio A. Letizia, Andrea M. Tonello

    IEEE Open Journal of the Communications Society

  3. Capacity Learning for Communication Systems over Power Lines

    Nunzio A. Letizia, Andrea M. Tonello

    IEEE International Symposium on Power Line Communications (ISPLC)

  4. Discriminative Mutual Information Estimators for Channel Capacity Learning

    Nunzio A. Letizia, Andrea M. Tonello

    arXiv preprint

  5. Control Based Motion Planning Exploiting Calculus of Variations and Rational Functions: A Formal Approach

    Babak Salamat, Nunzio A. Letizia, Andrea M. Tonello

    IEEE Access

  6. Learning the Impedance Entanglement for Wireline Data Communication

    Andrea M. Tonello, Nunzio A. Letizia, Massimo De Piante

    International Balkan Conference on Communications and Networking

2020

  1. Supervised Fault Detection in Energy Grids Measuring Electrical Quantities in the PLC Band

    Nunzio A. Letizia, Andrea M. Tonello

    IEEE International Symposium on Power Line Communications (ISPLC)

  2. Learning to Synthesize Noise: The Multiple Conductor Power Line Case

    Nunzio A. Letizia, Andrea M. Tonello, Daniel Righini

    IEEE International Symposium on Power Line Communications (ISPLC)

  3. Discovering Routing Anomalies in Large PLC Metering Deployments from Field Data

    Federico Marcuzzi, Andrea M. Tonello, Nunzio A. Letizia

    IEEE International Symposium on Power Line Communications (ISPLC)

  4. A New Recursive Framework for Trajectory Generation of UAVs

    Nunzio A. Letizia, Babak Salamat, Andrea M. Tonello

    IEEE Aerospace Conference

2019

  1. Machine Learning Tips and Tricks for Power Line Communications

    Andrea M. Tonello, Nunzio A. Letizia, Daniel Righini, Federico Marcuzzi

    IEEE Access

  2. Synthetic Power Line Communications Channel Generation with Autoencoders and GANs

    Daniel Righini, Nunzio A. Letizia, Andrea M. Tonello

    IEEE International Conference on Communications, Control, and Computing

  3. A Low-Complexity Photoplethysmographic Systolic Peak Detector for Compressed Sensed Data

    Giulia Da Poian, Nunzio A. Letizia, Roberto Rinaldo, Gari D. Clifford

    Physiological Measurement

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