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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

Macan L.; Burrello A.; Benini L.; Conti F., WIP: Automatic DNN Deployment on Heterogeneous Platforms: The GAP9 Case Study, in: 2023 International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES), 2023, pp. 9 - 10 (atti di: 2023 International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES), Hamburg, Germany, 2023) [Contributo in Atti di convegno]

Perotti, Matteo; Cavalcante, Matheus; Ottaviano, Alessandro; Liu, Jiantao; Benini, Luca, Yun: An Open-Source, 64-Bit RISC-V-Based Vector Processor With Multi-Precision Integer and Floating-Point Support in 65-nm CMOS, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. II, EXPRESS BRIEFS», 2023, 70, pp. 3732 - 3736 [articolo]

Conti, Francesco; Rossi, Davide; Paulin, Gianna; Garofalo, Angelo; Di Mauro, Alfio; Rutishauer, Georg; Ottavi, Gian marco; Eggimann, Manuel; Okuhara, Hayate; Huard, Vincent; Montfort, Olivier; Jure, Lionel; Exibard, Nils; Gouedo, Pascal; Louvat, Mathieu; Botte, Emmanuel; Benini, Luca, 22.1 A 12.4TOPS/W @ 136GOPS AI-IoT System-on-Chip with 16 RISC-V, 2-to-8b Precision-Scalable DNN Acceleration and 30%-Boost Adaptive Body Biasing, in: 2023 IEEE International Solid-State Circuits Conference (ISSCC), 2023, pp. 21 - 23 (atti di: 2023 IEEE International Solid-State Circuits Conference (ISSCC), San Francisco, USA, 2023) [Contributo in Atti di convegno]

Rutishauser, Georg; Scherer, Moritz; Fischer, Tim; Benini, Luca, 7 μJ/inference end-to-end gesture recognition from dynamic vision sensor data using ternarized hybrid convolutional neural networks, «FUTURE GENERATION COMPUTER SYSTEMS», 2023, 149, pp. 717 - 731 [articolo]Open Access

P. Jokic; E. Azarkhish; A. Bonetti; M. Pons; S. Emery; L. Benini, A Construction Kit for Efficient Low Power Neural Network Accelerator Designs, «ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS», 2022, 21, pp. 1 - 36 [articolo]Open Access

Mazzola, S; Benz, T; Forsberg, B; Benini, L, A Data-Driven Approach to Lightweight DVFS-Aware Counter-Based Power Modeling for Heterogeneous Platforms, in: Embedded Computer Systems: Architectures, Modeling, and Simulation. SAMOS 2022, GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND, SPRINGER INTERNATIONAL PUBLISHING AG, «LECTURE NOTES IN COMPUTER SCIENCE», 2022, 13511, pp. 346 - 361 (atti di: Embedded Computer Systems: Architectures, Modeling, and Simulation. SAMOS 2022, Samos, Greece, 3-7 july) [Contributo in Atti di convegno]

Garofalo, A; Ottavi, G; Conti, F; Karunaratne, G; Boybat, I; Benini, L; Rossi, D, A Heterogeneous In-Memory Computing Cluster for Flexible End-to-End Inference of Real-World Deep Neural Networks, «IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS», 2022, 12, pp. 422 - 435 [articolo]Open Access

Victor Javier Kartsch Morinigo, Simone Benatti, Luca Benini, A High SNR, Low-Latency Dry EMG Acquisition System for Unobtrusive HMI Devices, in: IEEE BioCAS Conference Proceedings 2022, 2022, pp. 544 - 548 (atti di: IEEE BioCAS Conference 2022, Taipei (TW), 13-15 October 2022) [Contributo in Atti di convegno]

Montagna F.; Mach S.; Benatti S.; Garofalo A.; Ottavi G.; Benini L.; Rossi D.; Tagliavini G., A Low-Power Transprecision Floating-Point Cluster for Efficient Near-Sensor Data Analytics, «IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS», 2022, 33, pp. 1038 - 1053 [articolo]Open Access

Perotti M.; Cavalcante M.; Wistoff N.; Andri R.; Cavigelli L.; Benini L., A 'New Ara' for Vector Computing: An Open Source Highly Efficient RISC-V V 1.0 Vector Processor Design, in: 2022 IEEE 33rd International Conference on Application-specific Systems, Architectures and Processors (ASAP), 2022, 2022-July, pp. 43 - 51 (atti di: 2022 IEEE 33rd International Conference on Application-specific Systems, Architectures and Processors (ASAP), Gothenburg, Sweden, 12-14 July 2022) [Contributo in Atti di convegno]

Cossettini, A; Taranov, K; Vogt, C; Magno, M; Hoefler, T; Benini, L, A RDMA Interface for Ultra-Fast Ultrasound Data-Streaming over an Optical Link, in: 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, «PROCEEDINGS - DESIGN, AUTOMATION, AND TEST IN EUROPE CONFERENCE AND EXHIBITION», 2022, pp. 80 - 83 (atti di: 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), Antwerp Belgium, 14-23 march 2022) [Contributo in Atti di convegno]

Marco Guermandi, Andrea Cossettini, Simone Benatti, Luca Benini, A Wireless System for EEG Acquisition and Processing in an Earbud Form Factor with 600 Hours Battery Lifetime, in: 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2022, pp. 3139 - 3145 (atti di: 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), Glasgow, 11-15 / 7 /2022) [Contributo in Atti di convegno]Open Access

Scherer, M; Di Mauro, A; Rutishauser, G; Fischer, T; Benini, L, A 1036 TOp/s/W, 12.2 mW, 2.72 mu J/Inference All Digital TNN Accelerator in 22 nm FDX Technology for TinyML Applications, in: 2022 IEEE Symposium in Low-Power and High-Speed Chips (COOL CHIPS), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2022, pp. 1 - 3 (atti di: Symposium in Low-Power and High-Speed Chips (COOL CHIPS), Tokyo, Japan, 20-22 april 2022) [Contributo in Atti di convegno]Open Access

Castaieda, O.; Benini, L.; Studer, C., A 283 pJ/b 240 Mb/s Floating-Point Baseband Accelerator for Massive MU-MIMO in 22FDX, in: ESSCIRC 2022- IEEE 48th European Solid State Circuits Conference (ESSCIRC), 2022, pp. 357 - 360 (atti di: ESSCIRC 2022- IEEE 48th European Solid State Circuits Conference (ESSCIRC), Milan, Italy, 19-22 September 2022) [Contributo in Atti di convegno]Open Access

Burrello, A; Sintoni, G; Brunelli, D; Benini, L, Adversarially-Trained Tiny Autoencoders for Near-Sensor Continuous Structural Health Monitoring, in: IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2022, pp. 439 - 442 (atti di: AICAS, Korea, 2022) [Contributo in Atti di convegno]Open Access

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