Belano, Andrea; Tortorella, Yvan; Garofalo, Angelo; Benini, Luca; Rossi, Davide; Conti, Francesco, A Flexible Template for Edge Generative AI With High-Accuracy Accelerated Softmax and GELU, «IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS», 2025, 15, pp. 200 - 216 [Scientific article]
Garofalo, Angelo; Ottaviano, Alessandro; Perotti, Matteo; Benz, Thomas; Tortorella, Yvan; Balas, Robert; Rogenmoser, Michael; Zhang, Chi; Bertaccini, Luca; Wistoff, Nils; Ciani, Maicol; Koenig, Cyril; Sinigaglia, Mattia; Valente, Luca; Scheffler, Paul; Eggimann, Manuel; Cavalcante, Matheus; Restuccia, Francesco; Biondi, Alessandro; Conti, Francesco; Gurkaynak, Frank K.; Rossi, Davide; Benini, Luca, A Reliable, Time-Predictable Heterogeneous SoC for AI-Enhanced Mixed-Criticality Edge Applications, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. II, EXPRESS BRIEFS», 2025, 1, Article number: 11087605 , pp. 1 - 1 [Scientific article]
Silvano, Cristina; Ielmini, Daniele; Ferrandi, Fabrizio; Fiorin, Leandro; Curzel, Serena; Benini, Luca; Conti, Francesco; Garofalo, Angelo; Zambelli, Cristian; Calore, Enrico; Schifano, Sebastiano; Palesi, Maurizio; Ascia, Giuseppe; Patti, Davide; Petra, Nicola; De Caro, Davide; Lavagno, Luciano; Urso, Teodoro; Cardellini, Valeria; Cardarilli, Gian Carlo; Birke, Robert; Perri, Stefania, A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms, «ACM COMPUTING SURVEYS», 2025, 57, Article number: 286 , pp. 1 - 39 [Scientific article]
Isachi, Victor; Nadalini, Alessandro; Gallotta, Riccardo Fiorani; Garofalo, Angelo; Conti, Francesco; Rossi, Davide, FractalSync: Lightweight Scalable Global Synchronization of Massive Bulk Synchronous Parallel AI Accelerators, in: Proceedings of the 22nd ACM International Conference on Computing Frontiers 2025, CF 2025, 1601 Broadway, 10th Floor, NEW YORK, NY, UNITED STATES, Association for Computing Machinery, Inc, 2025, 1, pp. 84 - 87 (atti di: 22nd ACM International Conference on Computing Frontiers 2025, CF 2025, ita, 2025) [Contribution to conference proceedings]
İslamoğlu, Gamze; Bertaccini, Luca; Prasad, Arpan Suravi; Conti, Francesco; Garofalo, Angelo; Benini, Luca, MXDOTP: A RISC-V ISA Extension for Enabling Microscaling (MX) Floating-Point Dot Products, in: Proceedings of the International Conference on Application-Specific Systems, Architectures and Processors, Institute of Electrical and Electronics Engineers Inc., 2025, pp. 81 - 84 (atti di: 36th IEEE International Conference on Application-Specific Systems, Architectures and Processors, ASAP 2025, can, 2025) [Contribution to conference proceedings]
Conti, Francesco; Garofalo, Angelo; Rossi, Davide; Tagliavini, Giuseppe; Benini, Luca, Open Source Heterogeneous SoCs for Artificial Intelligence: The PULP Platform experience, «IEEE SOLID-STATE CIRCUITS MAGAZINE», 2025, 17, pp. 49 - 60 [Scientific article]
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, Article number: 8 , pp. 1 - 26 [Scientific article]Open Access
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 [Scientific article]Open Access
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]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 [Scientific article]Open Access
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
