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Luca Benini

Professore ordinario

Dipartimento di Ingegneria dell'Energia Elettrica e dell'Informazione "Guglielmo Marconi"

Settore scientifico disciplinare: IINF-01/A Elettronica

Pubblicazioni

Tortorella, Yvan; Bertaccini, Luca; Rossi, Davide; Benini, Luca; Conti, Francesco, RedMulE: A Compact FP16 Matrix-Multiplication Accelerator for Adaptive Deep Learning on RISC-V-Based Ultra-Low-Power SoCs, in: DATE '22: Proceedings of the 2022 Conference & Exhibition on Design, Automation & Test in Europe, 2022, pp. 1099 - 1102 (atti di: 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), Antwerp, Belgium, 14-23 March 2022) [Contributo in Atti di convegno]

Thorir Mar Ingolfsson; Mark Vero; Xiaying Wang; Lorenzo Lamberti; Luca Benini; Matteo Spallanzani, Reducing neural architecture search spaces with training-free statistics and computational graph clustering, in: CF '22: Proceedings of the 19th ACM International Conference on Computing Frontiers, 2022, pp. 213 - 214 (atti di: 19th ACM International Conference on Computing Frontiers, Turin Italy, May 17 - 22, 2022) [Contributo in Atti di convegno]

Ardebili, Mohsen Seyedkazemi; Bartolini, Andrea; Acquaviva, Andrea; Benini, Luca, Rule-Based Thermal Anomaly Detection for Tier-0 HPC Systems, in: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND, SPRINGER INTERNATIONAL PUBLISHING AG, «LECTURE NOTES IN COMPUTER SCIENCE», 2022, 13387 LNCS, pp. 262 - 276 (atti di: 37th International Conference on High Performance Computing , ISC High Performance 2022, Hamburg, 29 May 2022through 2 June 2022) [Contributo in Atti di convegno]

Bruschi N.; Tagliavini G.; Conti F.; Abadal S.; Cabellos-Aparicio A.; Alarcon E.; Karunaratne G.; Boybat I.; Benini L.; Rossi D., Scale up your In-Memory Accelerator: Leveraging Wireless-on-Chip Communication for AIMC-based CNN Inference, in: 2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2022, pp. 170 - 173 (atti di: Artificial Intelligence Circuits and Systems (AICAS), Incheon, Korea, Republic of Korea, 13-15 June 2022) [Contributo in Atti di convegno]Open Access

Mattia Orlandi, Marcello Zanghieri, Victor Javier Kartsch Morinigo, Francesco Conti, Davide Schiavone, Luca Benini, Simone Benatti, sEMG Neural Spikes Reconstruction for Gesture Recognition on a Low-Power Multicore Processor. In: Biomedical Circuits and Systems, in: IEEE BioCAS Conference Proceedings 2022, 2022, pp. 704 - 708 (atti di: IEEE BioCAS Conference 2022, Taipei (TW), 13-15 October 2022) [Contributo in Atti di convegno]

Molan M.; Borghesi A.; Benini L.; Bartolini A., Semi-supervised anomaly detection on a Tier-0 HPC system, in: CF '22: Proceedings of the 19th ACM International Conference on Computing Frontiers, 2022, pp. 203 - 204 (atti di: CF '22 19th ACM International Conference on Computing Frontiers, Turin, Italy, May 17 - 22, 2022) [Contributo in Atti di convegno]

Alfio Di Mauro; Arpan Suravi Prasad; Zhikai Huang; Matteo Spallanzani; Francesco Conti; Luca Benini, SNE: an Energy-Proportional Digital Accelerator for Sparse Event-Based Convolutions, in: Proceedings of 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), IEEE, 2022, pp. 1 - 6 (atti di: 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), Antwerp, Belgium, 14-23 March 2022) [Contributo in Atti di convegno]Open Access

Paulin G.; Cavalcante M.; Scheffler P.; Bertaccini L.; Zhang Y.; Gurkaynak F.; Benini L., Soft Tiles: Capturing Physical Implementation Flexibility for Tightly-Coupled Parallel Processing Clusters, in: 2022 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2022, 2022-July, pp. 44 - 49 (atti di: 2022 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), Nicosia, Cyprus, 04-06 July 2022) [Contributo in Atti di convegno]Open Access

Cavalcante, Matheus; Wüthrich, Domenic; Perotti, Matteo; Riedel, Samuel; Benini, Luca, Spatz: A Compact Vector Processing Unit for High-Performance and Energy-Efficient Shared-L1 Clusters, in: 2022 IEEE/ACM International Conference On Computer Aided Design (ICCAD), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2022, pp. 1 - 9 (atti di: 2022 IEEE/ACM International Conference On Computer Aided Design (ICCAD), San Diego, CA, USA, 29 October 2022 - 03 November 2022) [Contributo in Atti di convegno]

Gianmarco Cerutti; Lukas Cavigelli; Renzo Andri; Michele Magno; Elisabetta Farella; Luca Benini, Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural Networks, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS», 2022, 69, pp. 2002 - 2012 [articolo]

Rutishauser, G; Scherer, M; Fischer, T; Benini, L, Ternarized TCN for mu J/Inference Gesture Recognition from DVS Event Frames, in: 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), NEW YORK, IEEE, «PROCEEDINGS - DESIGN, AUTOMATION, AND TEST IN EUROPE CONFERENCE AND EXHIBITION», 2022, pp. 736 - 741 (atti di: 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), Antwerp Belgium, 14-23 march 2022) [Contributo in Atti di convegno]Open Access

Lamberti, L; Niculescu, V; Barcis, M; Bellone, L; Natalizio, E; Benini, L; Palossi, D, Tiny-PULP-Dronets: Squeezing Neural Networks for Faster and Lighter Inference on Multi-Tasking Autonomous Nano-Drones, in: 2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2022, pp. 287 - 290 (atti di: 2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS), Incheon, Seoul, June 13-15 2022) [Contributo in Atti di convegno]

Niculescu, V; Mueller, H; Ostovar, I; Polonelli, T; Magno, M; Benini, L, Towards a Multi-Pixel Time-of-Flight Indoor Navigation System for Nano-Drone Applications, in: 2022 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, «CONFERENCE PROCEEDINGS - IEEE INSTRUMENTATION/MEASUREMENT TECHNOLOGY CONFERENCE», 2022, pp. 1 - 6 (atti di: 2022 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), Ottawa, ON, Canada, 16-19 May 2022) [Contributo in Atti di convegno]

Cioflan, C; Cavigelli, L; Rusci, M; de Prado, M; Benini, L, Towards On-device Domain Adaptation for Noise-Robust Keyword Spotting, in: 2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2022, pp. 82 - 85 (atti di: 2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS), Incheon, Korea Republic of, 13-15 June) [Contributo in Atti di convegno]

Amatetti, C; Polonelli, T; Masina, E; Moatti, C; Mikhaylov, D; Amato, D; Vanelli-Coralli, A; Magno, M; Benini, L, Towards the Future Generation of Railway Localization and Signaling Exploiting sub-meter RTK GNSS, in: IEEE Sensors Applications Symposium (SAS), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2022, pp. 1 - 6 (atti di: IEEE Sensors Applications Symposium (SAS), Sundsvall, Sweden, 1-3 August 2022) [Contributo in Atti di convegno]

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