CONTI, FRANCESCO
CONTI, FRANCESCO
DEI - DIPARTIMENTO DI INGEGNERIA DELL'ENERGIA ELETTRICA E DELL'INFORMAZIONE "GUGLIELMO MARCONI"
Ricercatori a tempo determinato
Optimizing BFloat16 Deployment of Tiny Transformers on Ultra-Low Power Extreme Edge SoCs
2025 Dequino, Alberto; Bompani, Luca; Benini, Luca; Conti, Francesco
Toward Attention-based TinyML: A Heterogeneous Accelerated Architecture and Automated Deployment Flow
2025 Wiese, Philip; İslamoğlu, Gamze; Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Burrello, Alessio; Conti, Francesco; Benini, Luca
A Sim-to-Real Deep Learning-based Framework for Autonomous Nano-drone Racing
2024 Lamberti, Lorenzo; Cereda, Elia; Abbate, Gabriele; Bellone, Lorenzo; Morinigo, Victor Javier Kartsch; Barciś, Michał; Barciś, Agata; Giusti, Alessandro; Conti, Francesco; Palossi, Daniele
Accelerating Image-based Pest Detection on a Heterogeneous Multicore Microcontroller
2024 Bompani, Luca; Crupi, Luca; Palossi, Daniele; Baldoni, Olmo; Brunelli, Davide; Conti, Francesco; Rusci, Manuele; Benini, Luca
An Extreme-Edge TCN-Based Low-Latency Collision-Avoidance Safety System for Industrial Machinery
2024 Zanghieri, Marcello; Indirli, Fabrizio; Latella, Antonio; Puglia, Giacomo Michele; Tecce, Felice; Papariello, Francesco; Urlini, Giulio; Benini, Luca; Conti, Francesco
Compressed Latent Replays for Lightweight Continual Learning on Spiking Neural Networks
2024 Dequino, Alberto; Carpegna, Alessio; Nadalini, Davide; Savino, Alessandro; Benini, Luca; Di Carlo, Stefano; Conti, Francesco
Deeploy: Enabling Energy-Efficient Deployment of Small Language Models on Heterogeneous Microcontrollers
2024 Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Wiese, Philip; Bompani, Luca; Burrello, Alessio; Conti, Francesco; Benini, Luca
Distilling Tiny and Ultrafast Deep Neural Networks for Autonomous Navigation on Nano-UAVs
2024 Lamberti, L.; Bellone, L.; Macan, L.; Natalizio, E.; Conti, F.; Palossi, D.; Benini, L.
Marsellus: A Heterogeneous RISC-V AI-IoT End-Node SoC With 2???8 b DNN Acceleration and 30%-Boost Adaptive Body Biasing
2024 Conti, Francesco; Paulin, Gianna; Garofalo, Angelo; Rossi, Davide; Di Mauro, Alfio; Rutishauser, Georg; Ottavi, Gianmarco; Eggimann, Manuel; Okuhara, Hayate; Benini, Luca
Siracusa: A 16 nm Heterogenous RISC-V SoC for Extended Reality With At-MRAM Neural Engine
2024 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
Structured Sparse Back-propagation for Lightweight On-Device Continual Learning on Microcontroller Units
2024 Paissan, F.; Nadalini, D.; Rusci, M.; Ancilotto, A.; Conti, F.; Benini, L.; Farella, E.
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
2023 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
A 3 TOPS/W RISC-V Parallel Cluster for Inference of Fine-Grain Mixed-Precision Quantized Neural Networks
2023 Nadalini, A; Rutishauser, G; Burrello, A; Bruschi, N; Garofalo, A; Benini, L; Conti, F; Rossi, D
Dustin: A 16-Cores Parallel Ultra-Low-Power Cluster With 2b-to-32b Fully Flexible Bit-Precision and Vector Lockstep Execution Mode
2023 Gianmarco Ottavi; Angelo Garofalo; Giuseppe Tagliavini; Francesco Conti; Alfio Di Mauro; Luca Benini; Davide Rossi
ECHOES: a 200 GOPS/W Frequency Domain SoC with FFT Processor and I2S DSP for Flexible Data Acquisition from Microphone Arrays
2023 Mattia Sinigaglia; Luca Bertaccini; Luca Valente; Angelo Garofalo; Simone Benatti; Luca Benini; Francesco Conti; Davide Rossi
End-to-End DNN Inference on a Massively Parallel Analog In Memory Computing Architecture
2023 Bruschi, Nazareno; Tagliavini, Giuseppe; Garofalo, Angelo; Conti, Francesco; Boybat, Irem; Benini, Luca; Rossi, Davide
Free Bits: Latency Optimization of Mixed-Precision Quantized Neural Networks on the Edge
2023 Rutishauser, Georg; Conti, Francesco; Benini, Luca
Graphene-based Wireless Agile Interconnects for Massive Heterogeneous Multi-chip Processors
2023 Abadal S.; Guirado R.; Taghvaee H.; Jain A.; Santana E.P.D.; Bolivar P.H.; Saeed M.; Negra R.; Wang Z.; Wang K.; Lemme M.C.; Klein J.; Zapater M.; Levisse A.; Atienza D.; Rossi D.; Conti F.; Dazzi M.; Karunaratne G.; Boybat I.; Sebastian A.
HTVM: Efficient Neural Network Deployment On Heterogeneous TinyML Platforms
2023 Van Delm, J; Vandersteegenl, M; Burrello, A; Sarda, GM; Conti, F; Pagliari, DJ; Benini, L; Verhelst, M
Hybrid Modular Redundancy: Exploring Modular Redundancy Approaches in RISC-V Multi-Core Computing Clusters for Reliable Processing in Space
2023 Rogenmoser, Michael; Tortorella, Yvan; Rossi, Davide; Conti, Francesco; Benini, Luca
| Titolo | Autore(i) | Anno | Periodico | Editore | Tipo | File |
|---|---|---|---|---|---|---|
| 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 | - |
| 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 | - |
| 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 | - |
| 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 |
| 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 | - |
| A 3 TOPS/W RISC-V Parallel Cluster for Inference of Fine-Grain Mixed-Precision Quantized Neural Networks | Nadalini, A; Rutishauser, G; Burrello, A; Bruschi, N; Garofalo, A; Benini, L; Conti, F; Rossi, D | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | a+3+tops+w+risc+post+print+.pdf |
| Dustin: A 16-Cores Parallel Ultra-Low-Power Cluster With 2b-to-32b Fully Flexible Bit-Precision and Vector Lockstep Execution Mode | Gianmarco Ottavi; Angelo Garofalo; Giuseppe Tagliavini; Francesco Conti; Alfio Di Mauro; Luca Ben...ini; Davide Rossi | 2023-01-01 | IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS | - | 1.01 Articolo in rivista | 2201.08656.pdf |
| ECHOES: a 200 GOPS/W Frequency Domain SoC with FFT Processor and I2S DSP for Flexible Data Acquisition from Microphone Arrays | Mattia Sinigaglia; Luca Bertaccini; Luca Valente; Angelo Garofalo; Simone Benatti; Luca Benini; F...rancesco Conti; Davide Rossi | 2023-01-01 | IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS PROCEEDINGS | IEEE | 4.01 Contributo in Atti di convegno | - |
| End-to-End DNN Inference on a Massively Parallel Analog In Memory Computing Architecture | Bruschi, Nazareno; Tagliavini, Giuseppe; Garofalo, Angelo; Conti, Francesco; Boybat, Irem; Benini..., Luca; Rossi, Davide | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | IMA_RESNET_DATE_postprint.pdf |
| Free Bits: Latency Optimization of Mixed-Precision Quantized Neural Networks on the Edge | Rutishauser, Georg; Conti, Francesco; Benini, Luca | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | 2307.02894v1.pdf |
| Graphene-based Wireless Agile Interconnects for Massive Heterogeneous Multi-chip Processors | Abadal S.; Guirado R.; Taghvaee H.; Jain A.; Santana E.P.D.; Bolivar P.H.; Saeed M.; Negra R.; Wa...ng Z.; Wang K.; Lemme M.C.; Klein J.; Zapater M.; Levisse A.; Atienza D.; Rossi D.; Conti F.; Dazzi M.; Karunaratne G.; Boybat I.; Sebastian A. | 2023-01-01 | IEEE WIRELESS COMMUNICATIONS | - | 1.01 Articolo in rivista | Graphene_enabled_Wireless_Agile_Interconnects_for_Massive_Heterogeneous_Processor_Chips.pdf |
| HTVM: Efficient Neural Network Deployment On Heterogeneous TinyML Platforms | Van Delm, J; Vandersteegenl, M; Burrello, A; Sarda, GM; Conti, F; Pagliari, DJ; Benini, L; Verhel...st, M | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | - |
| Hybrid Modular Redundancy: Exploring Modular Redundancy Approaches in RISC-V Multi-Core Computing Clusters for Reliable Processing in Space | Rogenmoser, Michael; Tortorella, Yvan; Rossi, Davide; Conti, Francesco; Benini, Luca | 2023-01-01 | ACM TRANSACTIONS ON CYBER-PHYSICAL SYSTEMS | - | 1.01 Articolo in rivista | - |