Prono, L.; Bich, P.; Boretti, C.; Mangia, M.; Pareschi, F.; Rovatti, R.; Setti, G., A Multiply-And-Max/Min Neuron Paradigm for Aggressively Prunable Deep Neural Networks, «IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS», 2025, 36, pp. 14414 - 14427 [Scientific article]
Manovi, L.; Gallon, R.; Furano, G.; Rovatti, R.; Mangia, M.; Menicucci, A.; Schiemenz, F., Beyond the Black Box: Advancing Transparency, Explainability, and Trust in AI for Space, in: Proceedings - IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems, DFT, Institute of Electrical and Electronics Engineers Inc., 2025, pp. 1 - 8 (atti di: 38th IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems, DFT 2025, Facultat d'Informatica de Barcelona, esp, 2025) [Contribution to conference proceedings]
Martinini, F.; Mangia, M.; Marchioni, A.; Setti, G.; Rovatti, R., Incremental Undersampling MRI Acquisition With Neural Self Assessment, «SIGNAL PROCESSING», 2025, 228, Article number: 109746 , pp. 1 - 11 [Scientific article]Open Access
Bich, P.; Enttsel, A.; Prono, L.; Marchioni, A.; Pareschi, F.; Mangia, M.; Setti, G.; Rovatti, R., On the Universal Approximation Properties of Deep Neural Networks Using MAM Neurons, «IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE», 2025, 47, Article number: 11004616 , pp. 8297 - 8304 [Scientific article]Open Access
Antolini, Alessio; Zavalloni, Francesco; Lico, Andrea; Quqa, Said; Greco, Lorenzo; Mangia, Mauro; Pareschi, Fabio; Pasotti, Marco; Franchi Scarselli, Eleonora, The Role of Phase-Change Memory in Edge Computing and Analog In-Memory Computing: An Overview of Recent Research Contributions and Future Challenges, «SENSORS», 2025, 25, pp. 1 - 18 [Scientific article]Open Access
Enttsel, Andriy; Onofri, Silvia; Marchioni, Alex; Mangia, Mauro; Setti, Gianluca; Rovatti, Riccardo, A General Framework for the Assessment of Detectors of Anomalies in Time Series, «IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS», 2024, 20, Article number: 10583949 , pp. 12051 - 12061 [Scientific article]Open Access
Marchioni, Alex; Enttsel, Andriy; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca, Anomaly Detection Based on Compressed Data: An Information Theoretic Characterization, «IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS. SYSTEMS», 2024, 54, Article number: 10233222 , pp. 23 - 38 [Scientific article]Open Access
Enttsel, A.; Marchioni, A.; Manovi, L.; Nikpali, R.; Ravaglia, G.; Setti, G.; Rovatti, R.; Mangia, M., Anomaly Detection-Reconstruction Trade-off in Autoencoder-based Compression, in: European Signal Processing Conference, 345 E 47TH ST, NEW YORK, NY 10017 USA, European Signal Processing Conference, EUSIPCO, 2024, pp. 1957 - 1961 (atti di: 32nd European Signal Processing Conference, EUSIPCO 2024, fra, 2024) [Contribution to conference proceedings]
Enttsel, A.; Marchioni, A.; Setti, G.; Mangia, M.; Rovatti, R., Enhancing Anomaly Detection with Entropy Regularization in Autoencoder-based Lightweight Compression, in: 2024 IEEE 6th International Conference on AI Circuits and Systems, AICAS 2024 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2024, pp. 273 - 277 (atti di: 6th IEEE International Conference on AI Circuits and Systems, AICAS 2024, are, 2024) [Contribution to conference proceedings]
Onofri, Silvia; Marchioni, Alex; Setti, Gianluca; Mangia, Mauro; Rovatti, Riccardo, Multi-class Similarity-based Approach for Remaining Useful Life Estimation, in: 2024 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 2024, pp. 01 - 06 (atti di: 2024 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), Glasgow, United Kingdom, 20-23 May 2024) [Contribution to conference proceedings]
Livia Manovi; Antonio Leboffe; Alex Marchioni; Eleonora Mariotti; Mauro Mangia; Francesco Corallo; Davide Di Ienno; Ilaria Pinci; Riccardo Rovatti; Carlo Ciancarelli; Gianluca Furano, Onboard AI for Enhanced FDIR: Revolutionizing Spacecraft Operations with Anomaly Detection, in: Dominik Dold; Alexander Hadjiivanov; Dario Izzo, Proceedings of SPAICE2024: The First Joint European Space Agency / IAA Conference on AI in and for Space, 2024, pp. 116 - 120 (atti di: SPAICE2024: The First Joint European Space Agency / IAA Conference on AI in and for Space (SPAICE2024), ESA European Centre for Space Applications and Telecommunications (ECSAT), Harwell, UK, 2024, October) [Contribution to conference proceedings]
Leboffe, A.; Di Ienno, D.; Pinci, I.; Corallo, F.; Ciancarelli, C.; Mangia, M.; Manovi, L.; Marchioni, A.; Rovatti, R.; Mariotti, E.; Furano, G., Optimized Machine Learning-based strategies for on-board S/C failure detection: software integration and testing on a space-qualified processor, in: Proceedings of the International Astronautical Congress, IAC, International Astronautical Federation, IAF, 2024, pp. 808 - 815 (atti di: 2024 IAF Space Operations Symposium at the 75th International Astronautical Congress, IAC 2024, ita, 2024) [Contribution to conference proceedings]
Manovi, Livia; Capelli, Lorenzo; Marchioni, Alex; Martinini, Filippo; Setti, Gianluca; Mangia, Mauro; Rovatti, Riccardo, SVD-based Peephole and Clustering to Enhance Trustworthiness in DNN Classifiers, in: Proceedings of 2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2024, abs/2006.02399, pp. 129 - 133 (atti di: 2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS), Khalifa University, Abu Dhabi, UAE, 22 – 25 Apr 2024) [Contribution to conference proceedings]
Marchioni, A.; Martinini, F.; Manovi, L.; Cortesi, S.; Rovatti, R.; Setti, G.; Mangia, M., Adapted Compressed Sensing with Incremental Encoder and Deep Performance Predictor for Low-Power Sensor Node Design, in: 2023 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2023, pp. 1 - 6 (atti di: 2023 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), Kuala Lumpur, Malaysia, 22-25 May 2023) [Contribution to conference proceedings]Open Access
Onofri, Silvia; Enttsel, Andriy; Manovi, Livia; Marchioni, Alex; Cognetta, Salvatore; Corallo, Francesco; Ciancarelli, Carlo; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca, Autoencoder-Based Features Extraction for the Health Monitoring in the Space domain, in: 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS), 2023, pp. 458 - 462 (atti di: 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS), Tempe, AZ, USA, 06-09 August 2023) [Contribution to conference proceedings]
