Alessio Burrello; Giovanni Zara; Luca Benini; Davide Brunelli; Enrico Macii; Massimo Poncino; Daniele Jahier Pagliari, Traffic Load Estimation from Structural Health Monitoring sensors using supervised learning, «SUSTAINABLE COMPUTING», 2022, 35, pp. 100704 - 100719 [articolo]
Spallanzani, Matteo; Leonardi, Gian Paolo; Benini, Luca, Training Quantised Neural Networks with STE Variants: the Additive Noise Annealing Algorithm, in: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 470 - 479 (atti di: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, LA, USA, 18-24 June 2022) [Contributo in Atti di convegno]
Tabanelli, E.; Brunelli, D.; Acquaviva, A.; Benini, L., Trimming Feature Extraction and Inference for MCU-based Edge NILM: a Systematic Approach, «IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS», 2022, 18, Article number: 9426443, pp. 943 - 952 [articolo]Open Access
Paulin G.; Conti F.; Cavigelli L.; Benini L., Vau Da Muntanialas: Energy-Efficient Multi-Die Scalable Acceleration of RNN Inference, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS», 2022, 69, pp. 244 - 257 [articolo]
Rossi D.; Conti F.; Eggiman M.; Mauro A.D.; Tagliavini G.; Mach S.; Guermandi M.; Pullini A.; Loi I.; Chen J.; Flamand E.; Benini L., Vega: A Ten-Core SoC for IoT Endnodes with DNN Acceleration and Cognitive Wake-Up from MRAM-Based State-Retentive Sleep Mode, «IEEE JOURNAL OF SOLID-STATE CIRCUITS», 2022, 57, pp. 127 - 139 [articolo]Open Access
Alberto Dequino, Francesco Conti, Luca Benini, ViT-LR: Pushing the Envelope for Transformer-Based On-Device Embedded Continual Learning, in: 2022 13th International Green and Sustainable Computing Conference (IGSC), 2022(atti di: IGSC 2022 (The 13th International Green and Sustainable Computing Conference), Virtual, October 24 - 25 2022) [atti di convegno-poster]
Scherer, Moritz; Sidler, Fabian; Rogenmoser, Michael; Magno, Michele; Benini, Luca, WideVision: A Low-Power, Multi-Protocol Wireless Vision Platform for Distributed Surveillance, in: in 2022 18th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, «IEEE INTERNATIONAL CONFERENCE ON WIRELESS AND MOBILE COMPUTING, NETWORKING, AND COMMUNICATIONS», 2022, pp. . - . (atti di: in 2022 18th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), Thessaloniki, Greece, 10-12 October 2022) [Contributo in Atti di convegno]
Frey, Sebastian; Vostrikov, Sergei; Benini, Luca; Cossettini, Andrea, WULPUS: a Wearable Ultra Low-Power Ultrasound probe for multi-day monitoring of carotid artery and muscle activity, in: 2022 IEEE International Ultrasonics Symposium (IUS), 2022, pp. . - . (atti di: 2022 IEEE International Ultrasonics Symposium (IUS), Venice, Italy, 10-13 October 2022) [Contributo in Atti di convegno]
Harel, O; Casarrubias, EN; Eggimann, M; Gurkaynak, F; Benini, L; Teman, A; Giterman, R; Burg, A, 64-kB 65-nm GC-eDRAM With Half-Select Support and Parallel Refresh Technique, «IEEE SOLID-STATE CIRCUITS LETTERS», 2022, 5, pp. 170 - 173 [articolo]
Okuhara, H.; Elnaqib, A.; Dazzi, M.; Palestri, P.; Benatti, S.; Benini, L.; Rossi, D., A Fully Integrated 5-mW, 0.8-Gbps Energy-Efficient Chip-to-Chip Data Link for Ultralow-Power IoT End-Nodes in 65-nm CMOS, «IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS», 2021, 29, pp. 1800 - 1811 [articolo]Open Access
Burrello A.; Scherer M.; Zanghieri M.; Conti F.; Benini L., A Microcontroller is All You Need: Enabling Transformer Execution on Low-Power IoT Endnodes, in: 2021 IEEE International Conference on Omni-Layer Intelligent Systems, COINS 2021, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 1 - 6 (atti di: 2021 IEEE International Conference on Omni-Layer Intelligent Systems, COINS 2021, esp, 2021) [Contributo in Atti di convegno]
Di Girolamo, S.; Kurth, A.; Calotoiu, A.; Benz, T.; Schneider, T.; Beranek, J.; Benini, L.; Hoefler, T., A RISC-V in-network accelerator for flexible high-performance low-power packet processing, in: Proceedings - International Symposium on Computer Architecture, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA, Institute of Electrical and Electronics Engineers Inc., «PROCEEDINGS - INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE», 2021, 2021-, pp. 958 - 971 (atti di: 48th ACM/IEEE Annual International Symposium on Computer Architecture, ISCA 2021, esp, 2021) [Contributo in Atti di convegno]
Jokic P.; Azarkhish E.; Cattenoz R.; Turetken E.; Benini L.; Emery S., A Sub-mW Dual-Engine ML Inference System-on-Chip for Complete End-to-End Face-Analysis at the Edge, in: IEEE Symposium on VLSI Circuits, Digest of Technical Papers, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 1 - 2 (atti di: 35th Symposium on VLSI Circuits, VLSI Circuits 2021, Kyoto, Japan, 2021) [Contributo in Atti di convegno]
Ravaglia L.; Rusci M.; Nadalini D.; Capotondi A.; Conti F.; Benini L., A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays, «IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS», 2021, 11, Article number: 9580920, pp. 789 - 802 [articolo]Open Access
Moin, A.; Zhou, A.; Rahimi, A.; Menon, A.; Benatti, S.; Alexandrov, G.; Tamakloe, S.; Ting, J.; Yamamoto, N.; Khan, Y.; Burghardt, F.; Benini, L.; Arias, A. C.; Rabaey, J. M., A wearable biosensing system with in-sensor adaptive machine learning for hand gesture recognition, «NATURE ELECTRONICS», 2021, 4, pp. 54 - 63 [articolo]
