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Matteo Zecchin
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LIDAR and position-aided mmWave beam selection with non-local CNNs and curriculum training
M Zecchin, MB Mashhadi, M Jankowski, D Gündüz, M Kountouris, ...
IEEE Transactions on Vehicular Technology 71 (3), 2979-2990, 2022
412022
Robust Bayesian learning for reliable wireless AI: Framework and applications
M Zecchin, S Park, O Simeone, M Kountouris, D Gesbert
IEEE Transactions on Cognitive Communications and Networking, 2023
142023
Robust PAC: Training Ensemble Models Under Misspecification and Outliers
M Zecchin, S Park, O Simeone, M Kountouris, D Gesbert
IEEE Transactions on Neural Networks and Learning Systems, 2023
132023
Asynchronous decentralized learning over unreliable wireless networks
E Jeong, M Zecchin, M Kountouris
ICC 2022-IEEE International Conference on Communications, 607-612, 2022
112022
User-centric federated learning
M Mestoukirdi, M Zecchin, D Gesbert, Q Li, N Gresset
2021 IEEE Globecom Workshops (GC Wkshps), 1-6, 2021
102021
Communication-Efficient Distributionally Robust Decentralized Learning
M Zecchin, M Kountouris, D Gesbert
Transactions on Machine Learning Research (TMLR), 2022
62022
Forking uncertainties: Reliable prediction and model predictive control with sequence models via conformal risk control
M Zecchin, S Park, O Simeone
IEEE Journal on Selected Areas in Information Theory, 2024
52024
When is Importance Weighting Correction Needed for Covariate Shift Adaptation?
D Gogolashvili, M Zecchin, M Kanagawa, M Kountouris, M Filippone
arXiv preprint arXiv:2303.04020, 2023
52023
Federated inference with reliable uncertainty quantification over wireless channels via conformal prediction
M Zhu, M Zecchin, S Park, C Guo, C Feng, O Simeone
IEEE Transactions on Signal Processing, 2024
42024
User-centric federated learning: Trading off wireless resources for personalization
M Mestoukirdi, M Zecchin, D Gesbert, Q Li
IEEE Transactions on Machine Learning in Communications and Networking, 2023
42023
Team deep mixture of experts for distributed power control
M Zecchin, D Gesbert, M Kountouris
2020 IEEE 21st International Workshop on Signal Processing Advances in …, 2020
42020
Generalization and Informativeness of Conformal Prediction
M Zecchin, S Park, O Simeone, F Hellström
arXiv preprint arXiv:2401.11810, 2024
22024
In-Context Learning for MIMO Equalization Using Transformer-Based Sequence Models
M Zecchin, K Yu, O Simeone
arXiv preprint arXiv:2311.06101, 2023
22023
Uav-aided decentralized learning over mesh networks
M Zecchin, D Gesbert, M Kountouris
2022 30th European Signal Processing Conference (EUSIPCO), 702-706, 2022
12022
Coding bounds in the finite-black-length regime: An application to spread-spectrum systems design
T Erseghe, N Laurenti, M Zecchin
2019 AEIT International Annual Conference (AEIT), 1-6, 2019
12019
Localized Adaptive Risk Control
M Zecchin, O Simeone
arXiv preprint arXiv:2405.07976, 2024
2024
Cell-Free Multi-User MIMO Equalization via In-Context Learning
M Zecchin, K Zu, O Simeone
arXiv preprint arXiv:2404.05538, 2024
2024
Robust Machine Learning Approaches to Wireless Communication Networks
M Zecchin
Sorbonne université, 2022
2022
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