Tabanelli, Enrico; Tagliavini, Giuseppe; Benini, Luca, DNN Is Not All You Need: Parallelizing Non-neural ML Algorithms on Ultra-low-power IoT Processors, «ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS», 2023, 22, pp. 1 - 33 [Scientific article]Open Access
Gianmarco Ottavi; Angelo Garofalo; Giuseppe Tagliavini; Francesco Conti; Alfio Di Mauro; Luca Benini; Davide Rossi, Dustin: A 16-Cores Parallel Ultra-Low-Power Cluster With 2b-to-32b Fully Flexible Bit-Precision and Vector Lockstep Execution Mode, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS», 2023, 70, pp. 2450 - 2463 [Scientific article]Open Access
Mattia Sinigaglia; Luca Bertaccini; Luca Valente; Angelo Garofalo; Simone Benatti; Luca Benini; Francesco Conti; Davide Rossi, ECHOES: a 200 GOPS/W Frequency Domain SoC with FFT Processor and I2S DSP for Flexible Data Acquisition from Microphone Arrays, in: Proceedings of 2023 IEEE International Symposium on Circuits and Systems (ISCAS), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, «IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS PROCEEDINGS», 2023, pp. 1 - 5 (atti di: 2023 IEEE International Symposium on Circuits and Systems (ISCAS), Monterey, California, USA., 2023) [Contribution to conference proceedings]
Bertuletti, Marco; Zhang, Yichao; Vanelli-Coralli, Alessandro; Benini, Luca, Efficient Parallelization of 5G-PUSCH on a Scalable RISC-V Many-Core Processor, in: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2023, pp. . - . (atti di: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), Antwerp Belgium, 17-19 April 2023) [Contribution to conference proceedings]
Gruel, Amélie; Mauro, Alfio di; Hunziker, Robin; Benini, Luca; Martinet, Jean; Magno, Michele, Embedded neuromorphic attention model leveraging a novel low-power heterogeneous platform, 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]
Bruschi, Nazareno; Tagliavini, Giuseppe; Garofalo, Angelo; Conti, Francesco; Boybat, Irem; Benini, Luca; Rossi, Davide, End-to-End DNN Inference on a Massively Parallel Analog In Memory Computing Architecture, in: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), New York, IEEE, 2023, pp. 1 - 6 (atti di: Design, Automation & Test in Europe Conference & Exhibition (DATE), Antwerp, Belgium, 17-19 April 2023) [Contribution to conference proceedings]Open Access
Niculescu, Vlad; Palossi, Daniele; Magno, Michele; Benini, Luca, Energy-Efficient, Precise UWB-Based 3-D Localization of Sensor Nodes With a Nano-UAV, «IEEE INTERNET OF THINGS JOURNAL», 2023, 10, pp. 5760 - 5777 [Scientific article]
Burrello, Alessio; Risso, Matteo; Tomasello, Noemi; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; Pagliari, Daniele Jahier, Energy-efficient Wearable-to-Mobile Offload of ML Inference for PPG-based Heart-Rate Estimation, in: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2023, pp. . - . (atti di: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), Antwerp, Belgium, 17-19 April 2023) [Contribution to conference proceedings]
Wang, Xiaying; Mei, Lan; Kartsch, Victor; Cossettini, Andrea; Benini, Luca, Enhancing Performance, Calibration Time and Efficiency in Brain-Machine Interfaces through Transfer Learning and Wearable EEG Technology, 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]
Ingolfsson, Thorir Mar; Chakraborty, Upasana; Wang, Xiaying; Beniczky, Sandor; Ducouret, Pauline; Benatti, Simone; Ryvlin, Philippe; Cossettini, Andrea; Benini, Luca, EpiDeNet: An Energy-Efficient Approach to Seizure Detection for Embedded Systems, 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]
Zanghieri, M; Benatti, S; Benini, L; Donati, Elisa, Event-based Low-Power and Low-Latency Regression Method for Hand Kinematics from Surface EMG, in: 2023 9th International Workshop on Advances in Sensors and Interfaces (IWASI), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2023, pp. 293 - 298 (atti di: 2023 9th International Workshop on Advances in Sensors and Interfaces (IWASI), Monopoli (BA), 8-9 giugno 2023) [Contribution to conference proceedings]
Mittone, Gianluca; Tonci, Nicoló; Birke, Robert; Colonnelli, Iacopo; Medić, Doriana; Bartolini, Andrea; Esposito, Roberto; Parisi, Emanuele; Beneventi, Francesco; Polato, Mirko; Torquati, Massimo; Benini, Luca; Aldinucci, Marco, Experimenting with Emerging RISC-V Systems for Decentralised Machine Learning, in: CF '23: Proceedings of the 20th ACM International Conference on Computing Frontiers, 2023, pp. 73 - 83 (atti di: CF '23: Proceedings of the 20th ACM International Conference on Computing Frontiers, bologna, italy, 9-11 may 2023) [Contribution to conference proceedings]
Bertuletti, Marco; Riedel, Samuel; Zhang, Yichao; Vanelli-Coralli, Alessandro; Benini, Luca, Fast Shared-Memory Barrier Synchronization for a 1024-Cores RISC-V Many-Core Cluster, in: SAMOS 2023: Embedded Computer Systems: Architectures, Modeling, and Simulation, 2023, pp. 241 - 254 (atti di: SAMOS 2023: Embedded Computer Systems: Architectures, Modeling, and Simulation, Samos, Greece, 02 - 06 july 2023) [Contribution to conference proceedings]
Fischer, Tim; Rogenmoser, Michael; Cavalcante, Matheus; Gürkaynak, Frank K.; Benini, Luca, FlooNoC: A Multi-Tb/s Wide NoC for Heterogeneous AXI4 Traffic, «IEEE DESIGN & TEST», 2023, 40, pp. 7 - 17 [Scientific article]
Rutishauser, Georg; Conti, Francesco; Benini, Luca, Free Bits: Latency Optimization of Mixed-Precision Quantized Neural Networks on the Edge, in: 2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2023, pp. 1 - 5 (atti di: 2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS), Hangzhou, China, 2023) [Contribution to conference proceedings]
