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Prasad, Arpan Suravi; İslamoğlu, Gamze; Bertaccini, Luca; Rossi, Davide; Conti, Francesco; Benini, Luca, PACE: An Optimal Piecewise Polynomial Approximation Unit for Flexible and Efficient Transformer Non-linearity Acceleration, in: Proceedings of IEEE Computer Society Annual Symposium on VLSI, ISVLSI, 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE Computer Society, 2025, pp. 1 - 6 (atti di: 28th IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2025, Kalamata, Greece, 06-09 July 2025) [Contributo in Atti di convegno]
Prasad, Arpan Suravi; İslamoğlu, Gamze; Bertaccini, Luca; Rossi, Davide; Conti, Francesco; Benini, Luca, PACE-Lite: Compact and Efficient Piecewise Polynomial Approximation for Transformer Nonlinearity Acceleration, in: 2025 IEEE 43rd International Conference on Computer Design (ICCD), 2025, pp. 111 - 118 (atti di: 2025 IEEE 43rd International Conference on Computer Design (ICCD), Richardson, TX, USA, 10-12 November 2025) [Contributo in Atti di convegno]
Belano, Andrea; Tortorella, Yvan; Garofalo, Angelo; Benini, Luca; Rossi, Davide; Conti, Francesco, SoftEx: A Low Power and Flexible Softmax Accelerator with Fast Approximate Exponentiation, in: Proceedings -Design, Automation and Test in Europe, DATE, Institute of Electrical and Electronics Engineers Inc., «PROCEEDINGS - DESIGN, AUTOMATION, AND TEST IN EUROPE CONFERENCE AND EXHIBITION», 2025, pp. 1 - 2 (atti di: 2025 Design, Automation and Test in Europe Conference, DATE 2025, Lyon, france, 31 March 2025 - 02 April 2025) [Contributo in Atti di convegno]
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, 42, Article number: 10833747, pp. 63 - 72 [articolo]Open Access
Wang, Run; Islamoglu, Gamze; Belano, Andrea; Potocnik, Viviane; Conti, Francesco; Garofalo, Angelo; Benini, Luca, VEXP: A Low-Cost RISC-V ISA Extension for Accelerated Softmax Computation in Transformers, in: Proceedings - Symposium on Computer Arithmetic, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA, Institute of Electrical and Electronics Engineers Inc., 2025, pp. 37 - 44 (atti di: 32nd IEEE Symposium on Computer Arithmetic, ARITH 2025, University of Texas, usa el paso, 04-07 May 2025) [Contributo in Atti di convegno]
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 [articolo]Open Access
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 [articolo]
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 [articolo]Open Access
Potocnik, V.; Di Mauro, A.; Lamberti, L.; Kartsch, V.; Scherer, M.; Conti, F.; Benini, L., Circuits and Systems for Embodied AI: Exploring uJ Multi-Modal Perception for Nano-UAVs on the Kraken Shield, in: European Solid-State Circuits Conference, IEEE Computer Society, «PROCEEDINGS OF ESSCIRC», 2024, pp. 1 - 4 (atti di: 50th IEEE European Solid-State Electronics Research Conference, ESSERC 2024, Bruges, Belgium, 09-12 September 2024) [Contributo in Atti di convegno]
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) [Contributo in Atti di convegno]
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 [articolo]Open Access
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, Article number: 10606040, pp. 33269 - 33281 [articolo]Open Access
Boybat, I.; Boesch, T.; Allegra, M.; Baldo, M.; Bertolini-Agnoletto, J. J.; Burr, G. W.; Buschini, A.; Cabrini, A.; Calvetti, E.; Cappetta, C.; Conti, F.; Ferro, E.; Franchi Scarselli, E.; Garofalo, A.; Girardi, F.; Islamoglu, G.; Jonnalagadda, V. P.; Karunaratne, G.; Lammie, C.; Le Gallo, M.; Li, C.; Massa, R.; Ornstein, A. C.; Pang, H.; Pasotti, M.; Rajendran, B.; Redaelli, A.; Sanli, I.; Simon, W. A.; Singh, A.; Singh, S. -P.; Urlini, G.; Vasilopoulos, A.; Zurla, R.; Desoli, G.; Sebastian, A., Heterogeneous Embedded Neural Processing Units Utilizing PCM-Based Analog In-Memory Computing, in: Proceedings 2024 IEEE Electron Devices Meeting (IEDM), IEEE, 2024, pp. 1 - 4 (atti di: IEEE International Electron Devices Meeting (IEDM 2024), San Francisco CA USA, 07-11 December 2024) [Contributo in Atti di convegno]
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 [articolo]Open Access
