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]
Burrello A.; Conti F.; Garofalo A.; Rossi D.; Benini L., Work-in-progress: Dory: Lightweight memory hierarchy management for deep NN inference on iot endnodes, in: Proceedings of the International Conference on Hardware/Software Codesign and System Synthesis Companion, CODES/ISSS 2019, Association for Computing Machinery, Inc, 2019, pp. 1 - 2 (atti di: 2019 International Conference on Hardware/Software Codesign and System Synthesis, CODES/ISSS 2019, New York, October 2019) [Contribution to conference proceedings]Open Access
Pullini, Antonio; Conti, Francesco; Rossi, Davide; Loi, Igor; Gautschi, Michael; Benini, Luca, A Heterogeneous Multi-Core System-on-Chip for Energy Efficient Brain Inspired Computing, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. II, EXPRESS BRIEFS», 2018, 65, pp. 1094 - 1098 [Scientific article]Open Access
Meloni, P. and Loi, D. and Deriu, G. and Pimentel, A. D. and Sapra, D. and Moser, B. and Shepeleva, N. and Conti, F. and Benini, L. and Ripolles, O. and Solans, D. and Pintor, M. and Biggio, B. and Stefanov, T. and Minakova, S. and Fragoulis, N. and Theodorakopoulos, I. and Masin, M. and Palumbo, F., ALOHA: An Architectural-aware Framework for Deep Learning at the Edge, in: Proceedings of the Workshop on INTelligent Embedded Systems Architectures and Applications, ACM, 2018, pp. 19 - 26 (atti di: Workshop on INTelligent Embedded Systems Architectures and Applications, Torino, Italy, 2018) [Contribution to conference proceedings]
Conti, Francesco; Cavigelli, Lukas; Paulin, Gianna; Susmelj, Igor; Benini, Luca, Chipmunk: A systolically scalable 0.9 mm2, 3.08Gop/s/mW @ 1.2 mW accelerator for near-sensor recurrent neural network inference, in: 2018 IEEE Custom Integrated Circuits Conference, CICC 2018, Institute of Electrical and Electronics Engineers Inc., 2018, pp. 1 - 4 (atti di: 2018 IEEE Custom Integrated Circuits Conference, CICC 2018, San Diego, CA, USA, 8-11 April 2018) [Contribution to conference proceedings]Open Access
E. Flamand; D. Rossi; F. Conti; I. Loi; A. Pullini; F. Rotenberg; L. Benini, GAP-8: A RISC-V SoC for AI at the Edge of the IoT, in: 2018 IEEE 29th International Conference on Application-specific Systems, Architectures and Processors (ASAP), 2018, pp. 1 - 4 (atti di: 2018 IEEE 29th International Conference on Application-specific Systems, Architectures and Processors (ASAP), Milan, Italy, 10-12 July 2018) [Contribution to conference proceedings]
Meloni, Paolo; Capotondi, Alessandro; Deriu, Gianfranco; Brian, Michele; Conti, Francesco; Rossi, Davide; Raffo, Luigi; Benini, Luca, NEURAghe: Exploiting CPU-FPGA synergies for efficient and flexible CNN inference acceleration on zynQ SoCs, «ACM TRANSACTIONS ON RECONFIGURABLE TECHNOLOGY AND SYSTEMS», 2018, 11, Article number: 18 , pp. 1 - 24 [Scientific article]Open Access
Schiavone P.D.; Rossi D.; Pullini A.; Di Mauro A.; Conti F.; Benini L., Quentin: an ultra-low-power PULPissimo SoC in 22nm FDX, in: 2018 IEEE SOI-3D-Subthreshold Microelectronics Technology Unified Conference, S3S 2018, Institute of Electrical and Electronics Engineers Inc., 2018, pp. 1 - 3 (atti di: 2018 IEEE SOI-3D-Subthreshold Microelectronics Technology Unified Conference, S3S 2018, Hyatt Regency, San Francisco Airport, usa, 2018) [Contribution to conference proceedings]
Gomez, Andres and Conti, Francesco and Benini, Luca, Thermal Image-based CNN's for Ultra-low Power People Recognition, in: Proceedings of the 15th ACM International Conference on Computing Frontiers, ACM, 2018, pp. 326 - 331 (atti di: Low-Power Embedded Systems Workshop (LP-EMS) colocated with Computing Frontiers 2018, Ischia, Italy, May 2018) [Contribution to conference proceedings]
Rusci, Manuele; Capotondi, Alessandro; Conti, Francesco; Benini, Luca, Work-in-Progress: Quantized NNs as the Definitive solution for inference on low-power ARM MCUs?, in: 2018 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS), Institute of Electrical and Electronics Engineers Inc., 2018, pp. 1 - 2 (atti di: 2018 ACM/IEEE International Conference on Hardware/Software Codesign and System Synthesis CODES+ISSS 2018, Torino Incontra Congress Center, Torino, Italia, September 30 – October 5, 2018) [Contribution to conference proceedings]Open Access
Conti, Francesco; Schiavone, Pasquale Davide; Benini, Luca, XNOR Neural Engine: A Hardware Accelerator IP for 21.6-fJ/op Binary Neural Network Inference, «IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS», 2018, 37, Article number: 8412533 , pp. 2940 - 2951 [Scientific article]
Rossi, Davide; Loi, Igor; Pullini, Antonio; Muller, Christoph; Burg, Andreas; Conti, Francesco; Benini, Luca; Flatresse, Philippe, A Self-Aware Architecture for PVT Compensation and Power Nap in Near Threshold Processors, «IEEE DESIGN & TEST», 2017, 34, pp. 46 - 53 [Scientific article]
Conti, Francesco; Palossi, Daniele; Andri, Renzo; Magno, Michele; Benini, Luca, Accelerated Visual Context Classification on a Low-Power Smartwatch, «IEEE TRANSACTIONS ON HUMAN-MACHINE SYSTEMS», 2017, 47, pp. 19 - 30 [Scientific article]Open Access
