Robust Bayesian Learning for Reliable Wireless AI: Framework and Applications

Author:

Zecchin Matteo1ORCID,Park Sangwoo1ORCID,Simeone Osvaldo1ORCID,Kountouris Marios2,Gesbert David2

Affiliation:

1. Department of Engineering, King’s Communications, Learning & Information Processing Lab, King’s College London, London, U.K

2. Communication Systems Department, EURECOM, Sophia-Antipolis, France

Funder

Marie Curie action WINDMILL

European Research Council (ERC) under the European Union’s Horizon 2020 Research and Innovation Programme

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Artificial Intelligence,Computer Networks and Communications,Hardware and Architecture

Reference80 articles.

1. Convolutional Radio Modulation Recognition Networks

2. Artificial intelligence in open radio access network;masur;arXiv 2104 09445,2021

3. Over-the-Air Deep Learning Based Radio Signal Classification

4. BAMLD: Bayesian active meta-learning by disagreement;nikoloska;arXiv 2110 09943,2021

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2. Uncertainty-Aware Incremental Automatic Modulation Classification With Bayesian Neural Network;IEEE Internet of Things Journal;2024-07-01

3. Empowering 6G Positioning and Tracking with Bayesian Neural Networks;ICC 2024 - IEEE International Conference on Communications;2024-06-09

4. Calibrating AI Models for Wireless Communications via Conformal Prediction;IEEE Transactions on Machine Learning in Communications and Networking;2023

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