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]
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., 2021, 2021-, pp. 958 - 971 (atti di: 48th ACM/IEEE Annual International Symposium on Computer Architecture, ISCA 2021, esp, 2021) [Contribution to conference proceedings]
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) [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
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 [Scientific article]
Daghero, F.; Burrello, A.; Xie, C.; Benini, L.; Calimera, A.; Macii, E.; Poncino, M.; Pagliari, D. J., Adaptive Random Forests for Energy-Efficient Inference on Microcontrollers, in: IEEE/IFIP International Conference on VLSI and System-on-Chip, VLSI-SoC, IEEE Computer Society, 2021, 2021-, pp. 1 - 6 (atti di: 29th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2021, sgp, 2021) [Contribution to conference proceedings]
G. Paolini, D. Masotti, M. Guermandi, M. Al Shanawani, L. Benini, A. Costanzo, An Ambient-Insensitive Battery-Less Wireless Node for Simultaneous Powering and Communication, in: Proceedings of the 50th European Microwave Conference (EuMC 2020), Institute of Electrical and Electronics Engineers Inc., 2021, pp. 522 - 525 (atti di: 50th European Microwave Conference (EuMC 2020), Utrecht, The Netherlands, 12-14 January 2021) [Contribution to conference proceedings]Open Access
Burrello, Alessio; Benatti, Simone; Schindler, Kaspar Anton; Benini, Luca; Rahimi, Abbas, An Ensemble of Hyperdimensional Classifiers: Hardware-Friendly Short-Latency Seizure Detection with Automatic iEEG Electrode Selection, «IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS», 2021, 25, Article number: 9187540 , pp. 935 - 946 [Scientific article]Open Access
Kurth, A; Ronninger, W; Benz, T; Cavalcante, M; Schuiki, F; Zaruba, F; Benini, L, An Open-Source Platform for High-Performance Non-Coherent On-Chip Communication, «IEEE TRANSACTIONS ON COMPUTERS», 2021, 71, pp. 1794 - 1809 [Scientific article]
Khaddam-Aljameh R.; Francese P.-A.; Benini L.; Eleftheriou E., An SRAM-Based Multibit In-Memory Matrix-Vector Multiplier with a Precision That Scales Linearly in Area, Time, and Power, «IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS», 2021, 29, Article number: 9288639 , pp. 372 - 385 [Scientific article]
Mattheeuws, M.; Forsberg, B.; Kurth, A.; Benini, L., Analyzing Memory Interference of FPGA Accelerators on Multicore Hosts in Heterogeneous Reconfigurable SoCs, in: Proceedings -Design, Automation and Test in Europe, DATE, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 1152 - 1155 (atti di: 2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021, Grenoble, France, 2021) [Contribution to conference proceedings]
Schiavone P.D.; Rossi D.; Di Mauro A.; Gurkaynak F.K.; Saxe T.; Wang M.; Yap K.C.; Benini L., Arnold: An eFPGA-Augmented RISC-V SoC for Flexible and Low-Power IoT End Nodes, «IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS», 2021, 29, Article number: 9369856 , pp. 677 - 690 [Scientific article]
De Prado, M.; Mundy, A.; Saeed, R.; Denna, M.; Pazos, N.; Benini, L., Automated Design Space Exploration for Optimized Deployment of DNN on Arm Cortex-A CPUs, «IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS», 2021, 40, Article number: 9302888 , pp. 2293 - 2305 [Scientific article]Open Access
Niculescu, V.; Lamberti, L.; Palossi, D.; Benini, L., Automated Tuning of End-to-end Neural Flight Controllers for Autonomous Nano-drones, in: 2021 IEEE 3rd International Conference on Artificial Intelligence Circuits and Systems, AICAS 2021, 345 E 47TH ST, NEW YORK, NY 10017 USA, 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]
Riedel S.; Schuiki F.; Scheffler P.; Zaruba F.; Benini L., Banshee: A Fast LLVM-Based RISC-V Binary Translator, in: IEEE/ACM International Conference on Computer-Aided Design, Digest of Technical Papers, ICCAD, 345 E 47TH ST, NEW YORK, NY 10017 USA, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 1 - 9 (atti di: 40th IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2021, deu, 2021) [Contribution to conference proceedings]
