Alessio Antolini, Carmine Paolino, Francesco Zavalloni, Andrea Lico, Eleonora Franchi Scarselli, Mauro Mangia, Fabio Pareschi, Gianluca Setti, Riccardo Rovatti, Mattia Luigi Torres, Marcella Carissimi, Marco Pasotti, Combined HW/SW Drift and Variability Mitigation for PCM-based Analog In-memory Computing for Neural Network Applications, «IEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS», 2023, 13, Article number: 10035378 , pp. 395 - 407 [Scientific article]Open Access
Paolino, Carmine; Antolini, Alessio; Zavalloni, Francesco; Lico, Andrea; Franchi Scarselli, Eleonora; Mangia, Mauro; Marchioni, Alex; Pareschi, Fabio; Setti, Gianluca; Rovatti, Riccardo; Luigi Torres, Mattia; Carissimi, Marcella; Pasotti, Marco, Decoding Algorithms and HW Strategies to Mitigate Uncertainties in a PCM-Based Analog Encoder for Compressed Sensing, «JOURNAL OF LOW POWER ELECTRONICS AND APPLICATIONS», 2023, 13, Article number: 17 , pp. 1 - 13 [Scientific article]Open Access
Boretti C.; Prono L.; Frenkel C.; Indiveri G.; Pareschi F.; Mangia M.; Rovatti R.; Setti G., Event-based Classification with Recurrent Spiking Neural Networks on Low-end Micro-Controller Units, in: Proceedings - IEEE International Symposium on Circuits and Systems, 345 E 47TH ST, NEW YORK, NY 10017 USA, Institute of Electrical and Electronics Engineers Inc., 2023, 2023-, pp. N/A - N/A (atti di: 56th IEEE International Symposium on Circuits and Systems, ISCAS 2023, usa, 2023) [Contribution to conference proceedings]
Enttsel, Andriy; Martinini, Filippo; Marchioni, Alex; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca, Second-Order Statistic Deviation to Model Anomalies in the Design of Unsupervised Detectors, in: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023, pp. 1 - 5 (atti di: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Rhodes Island, Greece, 04-10 June 2023) [Contribution to conference proceedings]
Marchioni, Alex; Prono, Luciano; Mangia, Mauro; Pareschi, Fabio; Rovatti, Riccardo; Setti, Gianluca, Streaming Algorithms for Subspace Analysis: Comparative Review and Implementation on IoT Devices, «IEEE INTERNET OF THINGS JOURNAL», 2023, 10, Article number: 10068729 , pp. 12798 - 12810 [Scientific article]Open Access
Martinini, F.; Enttsel, A.; Marchioni, A.; Mangia, M.; Rovatti, R.; Setti, G., Structured Pruning in Deep Neural Networks with Trainable Probability Masks, in: 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS), New York, IEEE, 2023, pp. 1020 - 1024 (atti di: 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS), Tempe, AZ, USA, 06-09 August 2023) [Contribution to conference proceedings]Open Access
Martinini F.; Mangia M.; Marchioni A.; Rovatti R.; Setti G., A Deep Learning Method for Optimal Undersampling Patterns and Image Recovery for MRI Exploiting Losses and Projections, «IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING», 2022, 16, Article number: 9765323 , pp. 713 - 724 [Scientific article]Open Access
Prono, Luciano; Mangia, Mauro; Pareschi, Fabio; Rovatti, Riccardo; Setti, Gianluca, A Non-conventional Sum-and-Max based Neural Network layer for Low Power Classification, in: 2022 IEEE International Symposium on Circuits and Systems (ISCAS), 2022, pp. 712 - 716 (atti di: 2022 IEEE International Symposium on Circuits and Systems (ISCAS), Taiwan, 13-15 October 2022) [Contribution to conference proceedings]
Bich, Philippe; Prono, Luciano; Mangia, Mauro; Pareschi, Fabio; Rovatti, Riccardo; Setti, Gianluca, Aggressively prunable MAM²-based Deep Neural Oracle for ECG acquisition by Compressed Sensing, in: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2022, pp. 163 - 167 (atti di: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), Taiwan, 13-15 October 2022) [Contribution to conference proceedings]
Martinini, Filippo; Enttsel, Andriy; Marchioni, Alex; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca, Binary Compressed Sensing of ECG by Neural Matrix Optimization and Support Oracle, in: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2022, pp. 660 - 664 (atti di: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), Taiwan, 13-15 October 2022) [Contribution to conference proceedings]
Ciancarelli C.; Corallo F.; Cognetta S.; Mariotti E.; Manovi L.; Mangia M.; Marchioni A.; Rovatti R.; Pareschi F.; Setti G., New Concepts Of Automated Anomaly Detection In Space Operations Through ML-Based Techniques, in: PROCEEDINGS OF THE INTERNATIONAL ASTRONAUTICAL CONGRESS, 2022, pp. N/A - N/A (atti di: INTERNATIONAL ASTRONAUTICAL CONGRESS, Parigi, Settembre 2022) [Contribution to conference proceedings]
Paolino, Carmine; Antolini, Alessio; Pareschi, Fabio; Mangia, Mauro; Rovatti, Riccardo; Scarselli, Eleonora Franchi; Setti, Gianluca; Canegallo, Roberto; Carissimi, Marcella; Pasotti, Marco, Phase-Change Memory in Neural Network Layers with Measurements-based Device Models, in: 2022 IEEE International Symposium on Circuits and Systems (ISCAS), Crewe, The Printing House, 2022, pp. 1536 - 1540 (atti di: ISCAS 22 : IEEE International Symposium on Circuits and Systems, Austin (USA), 27 May 2022 - 01 June 2022) [Contribution to conference proceedings]Open Access
Martinini, F.; Enttsel, A.; Marchioni, A.; Mangia, M.; Pareschi, F.; Rovatti, R.; Setti, G., Training Binary Layers by Self-Shrinking of Sigmoid Slope: Application to Fast MRI Acquisition, in: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2022, pp. 665 - 669 (atti di: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), Taiwan, 13-15 October 2022) [Contribution to conference proceedings]
Prono, Luciano; Marchioni, Alex; Mangia, Mauro; Pareschi, Fabio; Rovatti, Riccardo; Setti, Gianluca, An MCU Implementation of PCA/PSA Streaming Algorithms for EEG Features Extraction, in: In Proceedings - 2021 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2021, pp. 01 - 05 (atti di: 2021 IEEE Biomedical Circuits and Systems Conference (BioCAS), Berlin, Germany, 7-9 Oct. 2021) [Contribution to conference proceedings]
Paolino, C.; Pareschi, F.; Mangia, M.; Rovatti, R.; Setti, G., An architecture for ultra-low-voltage ultra-low-power compressed sensing-based acquisition systems, in: 2021 IEEE Nordic Circuits and Systems Conference, NORCAS 2021 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 1 - 7 (atti di: 7th IEEE Nordic Circuits and Systems Conference, NORCAS 2021, nor, 2021) [Contribution to conference proceedings]
