Foto del docente

Luca Benini

Full Professor

Department of Electrical, Electronic, and Information Engineering "Guglielmo Marconi"

Academic discipline: ING-INF/01 Electronic Engineering

Publications

Tortorella, Yvan; Bertaccini, Luca; Benini, Luca; Rossi, Davide; Conti, Francesco, RedMule: A mixed-precision matrix–matrix operation engine for flexible and energy-efficient on-chip linear algebra and TinyML training acceleration, «FUTURE GENERATION COMPUTER SYSTEMS», 2023, 149, pp. 122 - 135 [Scientific article]

Nadalini, D; Rusci, M; Benini, L; Conti, F, Reduced precision floating-point optimization for Deep Neural Network On-Device Learning on microcontrollers, «FUTURE GENERATION COMPUTER SYSTEMS», 2023, 149, pp. 212 - 226 [Scientific article]

Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele, Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference, «SENSORS», 2023, 23, Article number: 2065 , pp. 1 - 21 [Scientific article]Open Access

Müller, Hanna; Niculescu, Vlad; Polonelli, Tommaso; Magno, Michele; Benini, Luca, Robust and Efficient Depth-Based Obstacle Avoidance for Autonomous Miniaturized UAVs, «IEEE TRANSACTIONS ON ROBOTICS», 2023, 39, pp. 4935 - 4951 [Scientific article]

Molan M.; Borghesi A.; Cesarini D.; Benini L.; Bartolini A., RUAD: Unsupervised anomaly detection in HPC systems, «FUTURE GENERATION COMPUTER SYSTEMS», 2023, 141, pp. 542 - 554 [Scientific article]

Jung, Victor J.B.; Symons, Arne; Mei, Linyan; Verhelst, Marian; Benini, Luca, SALSA: Simulated Annealing based Loop-Ordering Scheduler for DNN Accelerators, in: 2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2023, pp. . - . (atti di: 2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS), Hangzhou, China, 11-13 June 2023) [Contribution to conference proceedings]

Chen J.; Loi I.; Flamand E.; Tagliavini G.; Benini L.; Rossi D., Scalable Hierarchical Instruction Cache for Ultralow-Power Processors Clusters, «IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS», 2023, 31, Article number: 10048762 , pp. 456 - 469 [Scientific article]Open Access

Mattei Andrea, Scherer Moritz, Cioflan Cristian, Magno Michele, Benini, Luca, Securing Tiny Transformer-based Computer Vision Models: Evaluating Real-World Patch Attacks, in: 9th World Forum on the Internet of Things (WF-IoT 2023), 2023, pp. . - . (atti di: 9th World Forum on the Internet of Things (WF-IoT 2023), Aveiro, Portugal, 12-27 October 2023) [Contribution to conference proceedings]

Valente, L.; Veeran, A.; Sinigaglia, M.; Tortorella, Y.; Nadalini, A.; Wistoff, N.; Sá, B.; Garofalo, A.; Psiakis, R.; Tolba, M.; Kulmala, A.; Limaye, N.; Sinanoglu, O.; Pinto, S.; Palossi, D.; Benini, L.; Mohammad, B.; Rossi, D., Shaheen: An Open, Secure, and Scalable RV64 SoC for Autonomous Nano-UAVs, in: Proceedings of the 2023 IEEE Hot Chips 35 Symposium (HCS), 2023(atti di: Hot Chips 35 Symposium, Stanford, 27/08/2023) [Poster]

Scherer, M; Eggimann, M; Di Mauro, A; Prasad, AS; Conti, F; Rossi, D; Gómez, JT; Li, ZY; Sarwar, SS; Wang, Z; De Salvo, B; Benini, L, Siracusa: A Low-Power On-Sensor RISC-V SoC for Extended Reality Visual Processing in 16nm CMOS, in: ESSCIRC 2023- IEEE 49th European Solid State Circuits Conference (ESSCIRC), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2023, pp. 217 - 220 (atti di: ESSCIRC 2023- IEEE 49th European Solid State Circuits Conference (ESSCIRC), Lisbon, Portugal, 2023) [Contribution to conference proceedings]

Schulthess, Lukas; Ingolfsson, Thorir Mar; Nölke, Marc; Magno, Michele; Benini, Luca; Leitner, Christoph, Skilog: A Smart Sensor System for Performance Analysis and Biofeedback in Ski Jumping, in: 2023 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2023, pp. . - . (atti di: 2023 IEEE Biomedical Circuits and Systems Conference (BioCAS), Toronto, ON, Canada, 19-21 October 2023) [Contribution to conference proceedings]

Iff, Patrick; Besta, Maciej; Cavalcante, Matheus; Fischer, Tim; Benini, Luca; Hoefler, Torsten, Sparse Hamming Graph: A Customizable Network-on-Chip Topology, in: 2023 60th ACM/IEEE Design Automation Conference (DAC), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2023, pp. . - . (atti di: 2023 60th ACM/IEEE Design Automation Conference (DAC), San Francisco, CA, USA, 09-13 July 2023) [Contribution to conference proceedings]

Scheffler, Paul; Zaruba, Florian; Schuiki, Fabian; Hoefler, Torsten; Benini, Luca, Sparse Stream Semantic Registers: A Lightweight ISA Extension Accelerating General Sparse Linear Algebra, «IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS», 2023, 34, pp. 3147 - 3161 [Scientific article]

Prasad, AS; Benini, L; Conti, F, Specialization meets Flexibility: a Heterogeneous Architecture for High-Efficiency, High-flexibility AR/VR Processing, in: 2023 60th ACM/IEEE Design Automation Conference (DAC), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2023, pp. 1 - 6 (atti di: 2023 60th ACM/IEEE Design Automation Conference (DAC), San Francisco, USA, 2023) [Contribution to conference proceedings]

Moallemi, A; Gaspari, R; Zonzini, F; De Marchi, L; Brunelli, D; Benini, L, Speeding up System Identification Algorithms on a Parallel RISC-V MCU for Fast Near-Sensor Vibration Diagnostic, «IEEE SENSORS LETTERS», 2023, 7, Article number: 10210513 , pp. 1 - 4 [Scientific article]

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