Published in Arxiv, 2026
A survey on On-device Learning.
Recommended citation: Pavan, M., Pezzarossa, L., Pittorino, F., Roveri, M., Fafoutis, X. (2026). "What changes after deployment? A survey on On-device Learning in TinyML" Arxiv. https://arxiv.org/abs/2605.31226
Published in European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD) 2023, Turin (IT), 2023, Congress proceedings, 2023
A TinyML solution for people counting with UWB-radar.
Recommended citation: M. Pavan, L. Gonzalez Navarro, A. Caltabiano, M. Roveri (2023). " Unveiling the Potential of Tiny Machine Learning for Enhanced People Counting in UWB Radar Data " ECML PKDD 2023 Congress Procedings. 1(1).
Published in ACM Transactions on Embedded Computing Systems - Special Issue on TinyML, 2023
An On-device learning toolbox for the automatic conversion of a static tinyML solution to an incremental learning one.
Recommended citation: Pavan, M., Ostrovan, E., Caltabiano, A., Roveri, M. (2023). "TyBox: an automatic design and code-generation toolbox for TinyML incremental on-device learning" ACM Transactions on Embedded Computing Systems - Special Issue on TinyML. 1(3). https://dl.acm.org/doi/10.1145/3604566
Published in Cyber-Phisical Sysyem Workshop (CPSW) 2022, 2022
Subject Recognition in UWB-radar: recognize if pets, children or adults are presents inside of a car.
Recommended citation: Pavan, M., Caltabiano, A., Roveri, M. (2022). "On-device Subject Recognition in UWB-radar Data with Tiny Machine Learning" Cyber-Phisical Sysyem Workshop (CPSW). 1(2). http://academicpages.github.io/files/paper2.pdf
Published in The International Joint Conference on Neural Networks (IJCNN), Padua (IT), 2022 Congress proceedings, 2022
A TinyML solution for presence detection with UWB-radar.
Recommended citation: M. Pavan, A. Caltabiano, M. Roveri (2022). "TinyML for UWB-radar based presence detection" WCCI 2022 Congress Procedings. 1(1). https://ieeexplore.ieee.org/document/9892925