Rossi D.; Conti F.; Eggiman M.; Mach S.; Mauro A.D.; Guermandi M.; Tagliavini G.; Pullini A.; Loi I.; Chen J.; Flamand E.; Benini L., 4.4 A 1.3TOPS/W @ 32GOPS Fully Integrated 10-Core SoC for IoT End-Nodes with 1.7μW Cognitive Wake-Up from MRAM-Based State-Retentive Sleep Mode, in: Digest of Technical Papers - IEEE International Solid-State Circuits Conference, Piscataway, NJ, Institute of Electrical and Electronics Engineers Inc., 2021, 64, pp. 60 - 62 (atti di: 2021 IEEE International Solid-State Circuits Conference, ISSCC 2021, usa, 2021) [Contribution to conference proceedings]Open Access
Ottavi G.; Garofalo A.; Tagliavini G.; Conti F.; Benini L.; Rossi D., A mixed-precision RISC-V processor for extreme-edge DNN inference, in: Proceedings of IEEE Computer Society Annual Symposium on VLSI, ISVLSI, IEEE Computer Society, 2020, 2020-, pp. 512 - 517 (atti di: 19th IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2020, Cyprus, 2020) [Contribution to conference proceedings]Open Access
Alfio Di Mauro, Francesco Conti, Pasquale Davide Schiavone, Davide Rossi, Luca Benini, Always-On 674μW@4GOP/s Error Resilient Binary Neural Networks With Aggressive SRAM Voltage Scaling on a 22-nm IoT End-Node, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS», 2020, 67, Article number: 9158513 , pp. 3905 - 3918 [Scientific article]Open Access
Nazareno Bruschi, Angelo Garofalo, Francesco Conti, Giuseppe Tagliavini, Davide Rossi, Enabling mixed-precision quantized neural networks in extreme-edge devices, in: 17th ACM International Conference on Computing Frontiers 2020, CF 2020 - Proceedings, New York, Association for Computing Machinery, Inc, 2020, pp. 217 - 220 (atti di: 17th ACM International Conference on Computing Frontiers, CF 2020, Catania (Italy), 11 Maggio 2020 - 13 Maggio 2020) [Contribution to conference proceedings]Open Access
Meloni, Paolo; Loi, Daniela; Deriu, Gianfranco; Carreras, Marco; Conti, Francesco; Capotondi, Alessandro; Rossi, Davide, Exploring NEURAGHE: A Customizable Template for APSoC-based CNN Inference at the Edge, «IEEE EMBEDDED SYSTEMS LETTERS», 2020, 12, pp. 62 - 65 [Scientific article]Open Access
Ravaglia L.; Rusci M.; Capotondi A.; Conti F.; Pellegrini L.; Lomonaco V.; Maltoni D.; Benini L., Memory-Latency-Accuracy Trade-Offs for Continual Learning on a RISC-V Extreme-Edge Node, in: 2020 IEEE Workshop on Signal Processing Systems (SiPS), Institute of Electrical and Electronics Engineers Inc., 2020, 2020-, pp. 1 - 6 (atti di: 34th IEEE Workshop on Signal Processing Systems, SiPS 2020, Coimbra, Portugal, 20-22 October 2020) [Contribution to conference proceedings]Open Access
Garofalo A.; Rusci M.; Conti F.; Rossi D.; Benini L., PULP-NN: Accelerating Quantized Neural Networks on Parallel Ultra-Low-Power RISC-V Processors, «PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY OF LONDON SERIES A: MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES», 2020, 378, Article number: 20190155 , pp. 1 - 22 [Scientific article]Open Access
Zanghieri, Marcello; Benatti, Simone; Burrello, Alessio; Kartsch, Victor; Conti, Francesco; Benini, Luca, Robust Real-Time Embedded EMG Recognition Framework Using Temporal Convolutional Networks on a Multicore IoT Processor, «IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS», 2020, 14, pp. 244 - 256 [Scientific article]Open Access
Zanghieri M.; Benatti S.; Conti F.; Burrello A.; Benini L., Temporal Variability Analysis in sEMG Hand Grasp Recognition using Temporal Convolutional Networks, in: Proceedings - 2020 IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2020, Institute of Electrical and Electronics Engineers Inc., 2020, pp. 228 - 232 (atti di: 2020 IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2020, ita, 2020) [Contribution to conference proceedings]
Garofalo, Angelo; Tagliavini, Giuseppe; Conti, Francesco; Rossi, Davide; Benini, Luca, XpulpNN: Accelerating Quantized Neural Networks on RISC-V Processors Through ISA Extensions, in: 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), Institute of Electrical and Electronics Engineers Inc. (IEEE), 2020, pp. 186 - 191 (atti di: Design, Automation and Test in Europe Conference and Exhibition, DATE 2020, Grenoble, France, 9-13 March 2020) [Contribution to conference proceedings]Open Access
Palossi, Daniele; Loquercio, Antonio; Conti, Francesco; Flamand, Eric; Scaramuzza, Davide; Benini, Luca, A 64mW DNN-based Visual Navigation Engine for Autonomous Nano-Drones, «IEEE INTERNET OF THINGS JOURNAL», 2019, 6, pp. 8357 - 8371 [Scientific article]
Palossi D.; Conti F.; Benini L., An Open Source and Open Hardware Deep Learning-Powered Visual Navigation Engine for Autonomous Nano-UAVs, in: Proceedings - 15th Annual International Conference on Distributed Computing in Sensor Systems, DCOSS 2019, Institute of Electrical and Electronics Engineers Inc., 2019, pp. 604 - 611 (atti di: 15th Annual International Conference on Distributed Computing in Sensor Systems, DCOSS 2019, Santorini Island, Greece, 29-31 May 2019) [Contribution to conference proceedings]Open Access
Meloni P.; Loi D.; Busia P.; Deriu G.; Pimentel A.D.; Sapra D.; Stefanov T.; Minakova S.; Conti F.; Benini L.; Pintor M.; Biggio B.; Moser B.; Shepelev N.; Fragoulis N.; Theodorakopoulos I.; Masin M.; Palumbo F., Optimization and deployment of CNNs at the Edge: The ALOHA experience, in: Proceedings of the 16th ACM International Conference on Computing Frontiers, CF 2019, New York, Association for Computing Machinery, Inc, 2019, pp. 326 - 332 (atti di: 16th ACM International Conference on Computing Frontiers, CF 2019, Alghero, Italia, 2019, 30.04-02.05) [Contribution to conference proceedings]Open Access
Garofalo A.; Rusci M.; Conti F.; Rossi D.; Benini L., PULP-NN: A computing library for quantized neural network inference at the edge on RISC-V based parallel ultra low power clusters, in: 2019 26th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2019, 345 E 47TH ST, NEW YORK, NY 10017 USA, Institute of Electrical and Electronics Engineers Inc., 2019, pp. 33 - 36 (atti di: 26th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2019, ita, 2019) [Contribution to conference proceedings]Open Access
Di Mauro, Alfio; Conti, Francesco; Schiavone, Pasquale Davide; Rossi, Davide; Benini, Luca, Pushing On-chip Memories Beyond Reliability Boundaries in Micropower Machine Learning Applications, in: 65th Annual IEEE International Electron Devices Meeting, IEDM 2019, 2019, pp. 30.4.1 - 30.4.4 (atti di: 65th Annual IEEE International Electron Devices Meeting, IEDM 2019, San Francisco, CA, USA, 7-11 December 2019) [Contribution to conference proceedings]
