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) [Contribution to conference proceedings]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 [Scientific article]
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 [Scientific article]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) [Poster]
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) [Contribution to conference proceedings]
Capra M.; Conti F.; Martina M., A Multi-Precision Bit-Serial Hardware Accelerator IP for Deep Learning Enabled Internet-of-Things, in: Midwest Symposium on Circuits and Systems, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 192 - 197 (atti di: 2021 IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2021, usa, 2021) [Contribution to conference proceedings]
Bellocchi, Gianluca; Capotondi, Alessandro; Conti, Francesco; Marongiu, Andrea, A RISC-V-based FPGA Overlay to Simplify Embedded Accelerator Deployment, in: 2021 24th Euromicro Conference on Digital System Design (DSD), 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA, IEEE COMPUTER SOC, 2021, pp. 9 - 17 (atti di: Euromicro Conference on Digital System Design (DSD), Palermo, Italy, 1-3 Sept 2021) [Contribution to conference proceedings]
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 [Scientific article]Open Access
Garofalo A.; Ottavi G.; Di Mauro A.; Conti F.; Tagliavini G.; Benini L.; Rossi D., A 1.15 TOPS/W, 16-Cores Parallel Ultra-Low Power Cluster with 2b-to-32b Fully Flexible Bit-Precision and Vector Lockstep Execution Mode, in: ESSCIRC 2021 - IEEE 47th European Solid State Circuits Conference, Proceedings, New York, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 267 - 270 (atti di: 47th IEEE European Solid State Circuits Conference, ESSCIRC 2021, Grenoble/ France, 6 September - 9 September 2021) [Contribution to conference proceedings]Open Access
Conti F., Indirli F., Latella A., Puglia G. M., Tecce F., Urlini G., Zanghieri M., AI-Powered Collision Avoidance Safety System for Industrial Woodworking Machinery, in: Artificial Intelligence for Digitising Industry, Gistrup, River Publishers, 2021, pp. 187 - 204 [Chapter or essay]
Klein, Joshua; Levisse, Alexandre; Ansaloni, Giovanni; Atienza, David; Zapater, Marina; Dazzi, Martino; Karunaratne, Geethan; Boybat, Irem; Sebastian, Abu; Rossi, Davide; Conti, Francesco; de Santana, Elana Pereira; Bolívar, Peter Haring; Saeed, Mohamed; Negra, Renato; Wang, Zhenxing; Wang, Kun-Ta; Lemme, Max C.; Jain, Akshay; Guirado, Robert; Taghvaee, Hamidreza; Abadal, Sergi, Architecting more than Moore: wireless plasticity for massive heterogeneous computer architectures (WiPLASH), in: Proceedings of the 18th ACM International Conference on Computing Frontiers, CF 2021, New York, NY, Association for Computing Machinery, 2021, pp. 191 - 193 (atti di: ACM International Conference on Computing Frontiers, Virtual, 11-13 May 2021) [Contribution to conference proceedings]Open Access
Burrello, Alessio; Garofalo, Angelo; Bruschi, Nazareno; Tagliavini, Giuseppe; Rossi, Davide; Conti, Francesco, DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT MCUs, «IEEE TRANSACTIONS ON COMPUTERS», 2021, 70, pp. 1253 - 1268 [Scientific article]Open Access
Ottavi G.; Karunaratne G.; Conti F.; Boybat I.; Benini L.; Rossi D., End-To-end 100-TOPS/W Inference with Analog In-Memory Computing: Are We There Yet?, in: 2021 IEEE 3rd International Conference on Artificial Intelligence Circuits and Systems, AICAS 2021, New York, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 1 - 4 (atti di: 3rd IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2021, usa, 2021) [Contribution to conference proceedings]Open Access
Miiller H.; Palossi D.; Mach S.; Conti F.; Benini L., Fünfiiber-Drone: A Modular Open-Platform 18-grams Autonomous Nano-Drone, in: Proceedings -Design, Automation and Test in Europe, DATE, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 1610 - 1615 (atti di: 2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021, Grenoble, France, 2021) [Contribution to conference proceedings]
Bruschi, Nazareno; Haugou, Germain; Tagliavini, Giuseppe; Conti, Francesco; Benini, Luca; Rossi, Davide, GVSoC: A Highly Configurable, Fast and Accurate Full-Platform Simulator for RISC-V based IoT Processors, in: 2021 IEEE 39th International Conference on Computer Design (ICCD), New York, IEEE, 2021, pp. 409 - 416 (atti di: IEEE International Conference on Computer Design (ICCD), Storrs, CT, USA, 24-27 Oct. 2021) [Contribution to conference proceedings]Open Access
