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CONTI, FRANCESCO

CONTI, FRANCESCO  

DEI - DIPARTIMENTO DI INGEGNERIA DELL'ENERGIA ELETTRICA E DELL'INFORMAZIONE "GUGLIELMO MARCONI"  

Docenti di ruolo di IIa fascia  

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Titolo Autore(i) Anno Periodico Editore Tipo File
A Flexible Template for Edge Generative AI With High-Accuracy Accelerated Softmax and GELU Belano, Andrea; Tortorella, Yvan; Garofalo, Angelo; Benini, Luca; Rossi, Davide; Conti, Francesco 2025-01-01 IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS - 1.01 Articolo in rivista -
A Reliable, Time-Predictable Heterogeneous SoC for AI-Enhanced Mixed-Criticality Edge Applications 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 2025-01-01 IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. II, EXPRESS BRIEFS - 1.01 Articolo in rivista TCAS-II-24419-2025_final_submission_manuscript.pdf
A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms 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 2025-01-01 ACM COMPUTING SURVEYS - 1.01 Articolo in rivista ACM_survey.pdf; csur-2023-0499-File002.pdf
FractalSync: Lightweight Scalable Global Synchronization of Massive Bulk Synchronous Parallel AI Accelerators Isachi, Victor; Nadalini, Alessandro; Gallotta, Riccardo Fiorani; Garofalo, Angelo; Conti, France...sco; Rossi, Davide 2025-01-01 - Association for Computing Machinery, Inc 4.01 Contributo in Atti di convegno -
Maestro: A 302 GFLOPS/W and 19.8GFLOPS RISC-V Vector-Tensor Architecture for Wearable Ultrasound Edge Computing Sinigaglia, Mattia; Kiamarzi, Amirhossein; Bertuletti, Marco; Ghionda, Luigi; Orlandi, Mattia; Te...deschi, Riccardo; Di Giampietro, Aurora; Tortorella, Yvan; Bertaccini, Luca; Benatti, Simone; Tagliavini, Giuseppe; Benini, Luca; Conti, Francesco; Rossi, Davide 2025-01-01 IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS - 1.01 Articolo in rivista -
MXDOTP: A RISC-V ISA Extension for Enabling Microscaling (MX) Floating-Point Dot Products İslamoğlu, Gamze; Bertaccini, Luca; Prasad, Arpan Suravi; Conti, Francesco; Garofalo, Angelo; Be...nini, Luca 2025-01-01 - Institute of Electrical and Electronics Engineers Inc. 4.01 Contributo in Atti di convegno -
Open Source Heterogeneous SoCs for Artificial Intelligence: The PULP Platform experience Conti, Francesco; Garofalo, Angelo; Rossi, Davide; Tagliavini, Giuseppe; Benini, Luca 2025-01-01 IEEE SOLID-STATE CIRCUITS MAGAZINE - 1.01 Articolo in rivista -
Optimizing BFloat16 Deployment of Tiny Transformers on Ultra-Low Power Extreme Edge SoCs Dequino, Alberto; Bompani, Luca; Benini, Luca; Conti, Francesco 2025-01-01 JOURNAL OF LOW POWER ELECTRONICS AND APPLICATIONS - 1.01 Articolo in rivista jlpea-15-00008.pdf
Toward Attention-based TinyML: A Heterogeneous Accelerated Architecture and Automated Deployment Flow Wiese, Philip; İslamoğlu, Gamze; Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Burrello, Ale...ssio; Conti, Francesco; Benini, Luca 2025-01-01 IEEE DESIGN & TEST - 1.01 Articolo in rivista 2408.02473v2.pdf
A Sim-to-Real Deep Learning-based Framework for Autonomous Nano-drone Racing Lamberti, Lorenzo; Cereda, Elia; Abbate, Gabriele; Bellone, Lorenzo; Morinigo, Victor Javier Kart...sch; Barciś, Michał; Barciś, Agata; Giusti, Alessandro; Conti, Francesco; Palossi, Daniele 2024-01-01 IEEE ROBOTICS AND AUTOMATION LETTERS - 1.01 Articolo in rivista Binder4.pdf
Accelerating Image-based Pest Detection on a Heterogeneous Multicore Microcontroller Bompani, Luca; Crupi, Luca; Palossi, Daniele; Baldoni, Olmo; Brunelli, Davide; Conti, Francesco; ...Rusci, Manuele; Benini, Luca 2024-01-01 IEEE TRANSACTIONS ON AGRIFOOD ELECTRONICS. - 1.01 Articolo in rivista -
An Extreme-Edge TCN-Based Low-Latency Collision-Avoidance Safety System for Industrial Machinery Zanghieri, Marcello; Indirli, Fabrizio; Latella, Antonio; Puglia, Giacomo Michele; Tecce, Felice;... Papariello, Francesco; Urlini, Giulio; Benini, Luca; Conti, Francesco 2024-01-01 IEEE ACCESS - 1.01 Articolo in rivista An_Extreme-Edge_TCN-Based_Low-Latency_Collision-Avoidance_Safety_System_for_Industrial_Machinery.pdf
Compressed Latent Replays for Lightweight Continual Learning on Spiking Neural Networks Dequino, Alberto; Carpegna, Alessio; Nadalini, Davide; Savino, Alessandro; Benini, Luca; Di Carlo..., Stefano; Conti, Francesco 2024-01-01 - - 4.01 Contributo in Atti di convegno -
Deeploy: Enabling Energy-Efficient Deployment of Small Language Models on Heterogeneous Microcontrollers Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Wiese, Philip; Bompani, Luca; Burrello, Alessio...; Conti, Francesco; Benini, Luca 2024-01-01 IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS - 1.01 Articolo in rivista 2408.04413v1.pdf
Distilling Tiny and Ultrafast Deep Neural Networks for Autonomous Navigation on Nano-UAVs Lamberti, L.; Bellone, L.; Macan, L.; Natalizio, E.; Conti, F.; Palossi, D.; Benini, L. 2024-01-01 IEEE INTERNET OF THINGS JOURNAL - 1.01 Articolo in rivista Distilling_Tiny_and_Ultrafast_Deep_Neural_Networks_for_Autonomous_Navigation_on_Nano-UAVs.pdf
Marsellus: A Heterogeneous RISC-V AI-IoT End-Node SoC With 2???8 b DNN Acceleration and 30%-Boost Adaptive Body Biasing Conti, Francesco; Paulin, Gianna; Garofalo, Angelo; Rossi, Davide; Di Mauro, Alfio; Rutishauser, ...Georg; Ottavi, Gianmarco; Eggimann, Manuel; Okuhara, Hayate; Benini, Luca 2024-01-01 IEEE JOURNAL OF SOLID-STATE CIRCUITS - 1.01 Articolo in rivista Binder3.pdf
Multi-resolution Rescored ByteTrack for Video Object Detection on Ultra-low-power Embedded Systems Bompani, L.; Rusci, M.; Palossi, D.; Conti, F.; Benini, L. 2024-01-01 - IEEE Computer Society 4.01 Contributo in Atti di convegno -
Siracusa: A 16 nm Heterogenous RISC-V SoC for Extended Reality With At-MRAM Neural Engine 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 2024-01-01 IEEE JOURNAL OF SOLID-STATE CIRCUITS - 1.01 Articolo in rivista Siracusa_JSSC_arxiv.pdf
Structured Sparse Back-propagation for Lightweight On-Device Continual Learning on Microcontroller Units Paissan, F.; Nadalini, D.; Rusci, M.; Ancilotto, A.; Conti, F.; Benini, L.; Farella, E. 2024-01-01 - IEEE Computer Society 4.01 Contributo in Atti di convegno -
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 Conti, Francesco; Rossi, Davide; Paulin, Gianna; Garofalo, Angelo; Di Mauro, Alfio; Rutishauer, G...eorg; Ottavi, Gian marco; Eggimann, Manuel; Okuhara, Hayate; Huard, Vincent; Montfort, Olivier; Jure, Lionel; Exibard, Nils; Gouedo, Pascal; Louvat, Mathieu; Botte, Emmanuel; Benini, Luca 2023-01-01 - - 4.01 Contributo in Atti di convegno -