Dequino, Alberto; Bompani, Luca; Benini, Luca; Conti, Francesco, Optimizing BFloat16 Deployment of Tiny Transformers on Ultra-Low Power Extreme Edge SoCs, «JOURNAL OF LOW POWER ELECTRONICS AND APPLICATIONS», 2025, 15, pp. 1 - 26 [Scientific article]
Wiese, Philip; İslamoğlu, Gamze; Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Burrello, Alessio; Conti, Francesco; Benini, Luca, Toward Attention-based TinyML: A Heterogeneous Accelerated Architecture and Automated Deployment Flow, «IEEE DESIGN & TEST», 2025, Early access, pp. 1 - 1 [Scientific article]
Lamberti, Lorenzo; Cereda, Elia; Abbate, Gabriele; Bellone, Lorenzo; Morinigo, Victor Javier Kartsch; Barciś, Michał; Barciś, Agata; Giusti, Alessandro; Conti, Francesco; Palossi, Daniele, A Sim-to-Real Deep Learning-based Framework for Autonomous Nano-drone Racing, «IEEE ROBOTICS AND AUTOMATION LETTERS», 2024, "", pp. 1 - 8 [Scientific article]
Bompani, Luca; Crupi, Luca; Palossi, Daniele; Baldoni, Olmo; Brunelli, Davide; Conti, Francesco; Rusci, Manuele; Benini, Luca, Accelerating Image-based Pest Detection on a Heterogeneous Multicore Microcontroller, «IEEE TRANSACTIONS ON AGRIFOOD ELECTRONICS.», 2024, 2, pp. 170 - 180 [Scientific article]
Zanghieri, Marcello; Indirli, Fabrizio; Latella, Antonio; Puglia, Giacomo Michele; Tecce, Felice; Papariello, Francesco; Urlini, Giulio; Benini, Luca; Conti, Francesco, An Extreme-Edge TCN-Based Low-Latency Collision-Avoidance Safety System for Industrial Machinery, «IEEE ACCESS», 2024, 12, Article number: 10412026 , pp. 16009 - 16021 [Scientific article]Open Access
Dequino, Alberto; Carpegna, Alessio; Nadalini, Davide; Savino, Alessandro; Benini, Luca; Di Carlo, Stefano; Conti, Francesco, Compressed Latent Replays for Lightweight Continual Learning on Spiking Neural Networks, in: Titolo volume non avvalorato, 2024, 1, pp. 240 - 245 (atti di: 2024 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), Knoxville, TN, USA, 01-03 July 2024) [Contribution to conference proceedings]
Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Wiese, Philip; Bompani, Luca; Burrello, Alessio; Conti, Francesco; Benini, Luca, Deeploy: Enabling Energy-Efficient Deployment of Small Language Models on Heterogeneous Microcontrollers, «IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS», 2024, 43, pp. 4009 - 4020 [Scientific article]
Lamberti, L.; Bellone, L.; Macan, L.; Natalizio, E.; Conti, F.; Palossi, D.; Benini, L., Distilling Tiny and Ultrafast Deep Neural Networks for Autonomous Navigation on Nano-UAVs, «IEEE INTERNET OF THINGS JOURNAL», 2024, 11, pp. 33269 - 33281 [Scientific article]
Conti, Francesco; Paulin, Gianna; Garofalo, Angelo; Rossi, Davide; Di Mauro, Alfio; Rutishauser, Georg; Ottavi, Gianmarco; Eggimann, Manuel; Okuhara, Hayate; Benini, Luca, Marsellus: A Heterogeneous RISC-V AI-IoT End-Node SoC With 2???8 b DNN Acceleration and 30%-Boost Adaptive Body Biasing, «IEEE JOURNAL OF SOLID-STATE CIRCUITS», 2024, 59, Article number: 10269153 , pp. 128 - 142 [Scientific article]Open Access
Prasad, Arpan Suravi; Scherer, Moritz; Conti, Francesco; Rossi, Davide; Di Mauro, Alfio; Eggimann, Manuel; Gómez, Jorge Tomás; Li, Ziyun; Sarwar, Syed Shakib; Wang, Zhao; De Salvo, Barbara; Benini, Luca, Siracusa: A 16 nm Heterogenous RISC-V SoC for Extended Reality With At-MRAM Neural Engine, «IEEE JOURNAL OF SOLID-STATE CIRCUITS», 2024, 59, Article number: 10538116 , pp. 2055 - 2069 [Scientific article]
Paissan, F.; Nadalini, D.; Rusci, M.; Ancilotto, A.; Conti, F.; Benini, L.; Farella, E., Structured Sparse Back-propagation for Lightweight On-Device Continual Learning on Microcontroller Units, in: IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, IEEE Computer Society, 2024, pp. 2172 - 2181 (atti di: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2024, Seattle, WA, USA, 17-18 June 2024) [Contribution to conference proceedings]
Conti, Francesco; Rossi, Davide; Paulin, Gianna; Garofalo, Angelo; Di Mauro, Alfio; Rutishauer, Georg; Ottavi, Gian marco; Eggimann, Manuel; Okuhara, Hayate; Huard, Vincent; Montfort, Olivier; Jure, Lionel; Exibard, Nils; Gouedo, Pascal; Louvat, Mathieu; Botte, Emmanuel; Benini, Luca, 22.1 A 12.4TOPS/W @ 136GOPS AI-IoT System-on-Chip with 16 RISC-V, 2-to-8b Precision-Scalable DNN Acceleration and 30%-Boost Adaptive Body Biasing, in: 2023 IEEE International Solid-State Circuits Conference (ISSCC), 2023, pp. 21 - 23 (atti di: 2023 IEEE International Solid-State Circuits Conference (ISSCC), San Francisco, USA, 2023) [Contribution to conference proceedings]
Nadalini, A; Rutishauser, G; Burrello, A; Bruschi, N; Garofalo, A; Benini, L; Conti, F; Rossi, D, A 3 TOPS/W RISC-V Parallel Cluster for Inference of Fine-Grain Mixed-Precision Quantized Neural Networks, in: 2023 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2023, pp. 145 - 150 (atti di: 2023 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), Foz do Iguacu, Brazil, 2023) [Contribution to conference proceedings]Open Access
Gianmarco Ottavi; Angelo Garofalo; Giuseppe Tagliavini; Francesco Conti; Alfio Di Mauro; Luca Benini; Davide Rossi, Dustin: A 16-Cores Parallel Ultra-Low-Power Cluster With 2b-to-32b Fully Flexible Bit-Precision and Vector Lockstep Execution Mode, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS», 2023, 70, pp. 2450 - 2463 [Scientific article]Open Access
Mattia Sinigaglia; Luca Bertaccini; Luca Valente; Angelo Garofalo; Simone Benatti; Luca Benini; Francesco Conti; Davide Rossi, ECHOES: a 200 GOPS/W Frequency Domain SoC with FFT Processor and I2S DSP for Flexible Data Acquisition from Microphone Arrays, in: Proceedings of 2023 IEEE International Symposium on Circuits and Systems (ISCAS), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, «IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS PROCEEDINGS», 2023, pp. 1 - 5 (atti di: 2023 IEEE International Symposium on Circuits and Systems (ISCAS), Monterey, California, USA., 2023) [Contribution to conference proceedings]
