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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
642022
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 9 (4), 897-912, 2023
222023
Asynchronous decentralized learning over unreliable wireless networks
E Jeong, M Zecchin, M Kountouris
ICC 2022-IEEE International Conference on Communications, 607-612, 2022
182022
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
142023
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
102024
User-centric federated learning
M Mestoukirdi, M Zecchin, D Gesbert, Q Li, N Gresset
2021 IEEE Globecom Workshops (GC Wkshps), 1-6, 2021
102021
Generalization and informativeness of conformal prediction
M Zecchin, S Park, O Simeone, F Hellström
arXiv preprint arXiv:2401.11810, 2024
82024
Communication-Efficient Distributionally Robust Decentralized Learning
M Zecchin, M Kountouris, D Gesbert
Transactions on Machine Learning Research (TMLR), 2022
82022
In-context learning for MIMO equalization using transformer-based sequence models
M Zecchin, K Yu, O Simeone
2024 IEEE International Conference on Communications Workshops (ICC …, 2024
72024
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
72024
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
72023
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
72023
Cell-free multi-user MIMO equalization via in-context learning
M Zecchin, K Yu, O Simeone
2024 IEEE 25th International Workshop on Signal Processing Advances in …, 2024
42024
Localized Adaptive Risk Control
M Zecchin, O Simeone
arXiv preprint arXiv:2405.07976, 2024
42024
Uav-aided decentralized learning over mesh networks
M Zecchin, D Gesbert, M Kountouris
2022 30th European Signal Processing Conference (EUSIPCO), 702-706, 2022
42022
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
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
32019
What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless Systems
Q Hou, S Park, M Zecchin, Y Cai, G Yu, O Simeone
IEEE Transactions on Cognitive Communications and Networking, 2025
22025
Automatic AI model selection for wireless systems: Online learning via digital twinning
Q Hou, M Zecchin, S Park, Y Cai, G Yu, K Chowdhury, O Simeone
IEEE Transactions on Wireless Communications, 2025
22025
Adaptive learn-then-test: Statistically valid and efficient hyperparameter selection
M Zecchin, O Simeone
arXiv preprint arXiv:2409.15844, 2024
22024
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