CONTI, FRANCESCO
CONTI, FRANCESCO
DEI - DIPARTIMENTO DI INGEGNERIA DELL'ENERGIA ELETTRICA E DELL'INFORMAZIONE "GUGLIELMO MARCONI"
Docenti di ruolo di IIa fascia
A Flexible Template for Edge Generative AI With High-Accuracy Accelerated Softmax and GELU
2025 Belano, Andrea; Tortorella, Yvan; Garofalo, Angelo; Benini, Luca; Rossi, Davide; Conti, Francesco
A Reliable, Time-Predictable Heterogeneous SoC for AI-Enhanced Mixed-Criticality Edge Applications
2025 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 Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms
2025 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
Architecture, Simulation and Software Stack to Support Post-CMOS Accelerators: The ARCHYTAS Project
2025 Agosta, Giovanni; Cherubin, Stefano; Christ, Derek; Conti, Francesco; Djupdal, Asbjørn; Jung, Matthias; Keramidas, Georgios; Passerone, Roberto; Rech, Paolo; Ricci, Elisa; Velha, Philippe; Vella, Flavio; Yildirim, Kasim Sinan; Wilbert, Nils
Distributed Inference with Minimal Off-Chip Traffic for Transformers on Low-Power MCUs
2025 Bochem, Severin; Jung, Victor J. B.; Prasad, Arpan Suravi; Conti, Francesco; Benini, Luca
FlatAttention: Dataflow and Fabric Collectives Co-Optimization for Efficient Multi-Head Attention on Tile-Based Many-PE Accelerators
2025 Zhang, Chi; Colagrande, Luca; Andri, Renzo; Benz, Thomas; Islamoglu, Gamze; Nadalini, Alessandro; Conti, Francesco; Li, Yawei; Benini, Luca
FractalSync: Lightweight Scalable Global Synchronization of Massive Bulk Synchronous Parallel AI Accelerators
2025 Isachi, Victor; Nadalini, Alessandro; Gallotta, Riccardo Fiorani; Garofalo, Angelo; Conti, Francesco; Rossi, Davide
HMR-NEureka: Hybrid Modular Redundancy DNN Acceleration in Heterogeneous RISC-V SoCs
2025 Ghionda, Luigi; Tedeschi, Riccardo; Tortorella, Yvan; Prasad, Arpan Suravi; Rossi, Davide; Benini, Luca; Conti, Francesco
Lightweight Software Kernels and Hardware Extensions for Efficient Sparse Deep Neural Networks on Microcontrollers
2025 Daghero, Francesco; Jahier Pagliari, Daniele; Conti, Francesco; Benini, Luca; Poncino, Massimo; Burrello, Alessio
Maestro: A 302 GFLOPS/W and 19.8GFLOPS RISC-V Vector-Tensor Architecture for Wearable Ultrasound Edge Computing
2025 Sinigaglia, Mattia; Kiamarzi, Amirhossein; Bertuletti, Marco; Ghionda, Luigi; Orlandi, Mattia; Tedeschi, Riccardo; Di Giampietro, Aurora; Tortorella, Yvan; Bertaccini, Luca; Benatti, Simone; Tagliavini, Giuseppe; Benini, Luca; Conti, Francesco; Rossi, Davide
Multi-modal On-Device Learning for Monocular Depth Estimation on Ultra-low-power MCUs
2025 Nadalini, D.; Rusci, M.; Cereda, E.; Benini, L.; Conti, F.; Palossi, D.
Multi-Mode Borderguard Controllers for Efficient On-Chip Communication in Heterogeneous Digital/Analog Neural Processing Units
2025 Pang, Hong; Cappetta, Carmine; Massa, Riccardo; Vasilopoulos, Athanasios; Ferro, Elena; Islamoglu, Gamze; Garofalo, Angelo; Conti, Francesco; Benini, Luca; Boybat, Irem; Boesch, Thomas
Multi-Partner Project: Architectures and Design Methodologies to Accelerate AI Workloads. The ICSC Flagship 2 Project
2025 Silvano, Cristina; Ferrandi, Fabrizio; Curzel, Serena; Ielmini, Daniele; Perri, Stefania; Spagnolo, Fanny; Corsonello, Pasquale; Schifano, Sebastiano Fabio; Zambelli, Cristian; Garofalo, Angelo; Conti, Francesco; Benini, Luca
MXDOTP: A RISC-V ISA Extension for Enabling Microscaling (MX) Floating-Point Dot Products
2025 İslamoğlu, Gamze; Bertaccini, Luca; Prasad, Arpan Suravi; Conti, Francesco; Garofalo, Angelo; Benini, Luca
Open Source Heterogeneous SoCs for Artificial Intelligence: The PULP Platform experience
2025 Conti, Francesco; Garofalo, Angelo; Rossi, Davide; Tagliavini, Giuseppe; Benini, Luca
Optimizing BFloat16 Deployment of Tiny Transformers on Ultra-Low Power Extreme Edge SoCs
2025 Dequino, Alberto; Bompani, Luca; Benini, Luca; Conti, Francesco
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs
2025 Jung, V. J. B.; Burrello, A.; Scherer, M.; Conti, F.; Benini, L.
PACE-Lite: Compact and Efficient Piecewise Polynomial Approximation for Transformer Nonlinearity Acceleration
2025 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
2025 Prasad, Arpan Suravi; İslamoğlu, Gamze; Bertaccini, Luca; Rossi, Davide; Conti, Francesco; Benini, Luca
SoftEx: A Low Power and Flexible Softmax Accelerator with Fast Approximate Exponentiation
2025 Belano, Andrea; Tortorella, Yvan; Garofalo, Angelo; Benini, Luca; Rossi, Davide; Conti, Francesco
| 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 |
| Architecture, Simulation and Software Stack to Support Post-CMOS Accelerators: The ARCHYTAS Project | Agosta, Giovanni; Cherubin, Stefano; Christ, Derek; Conti, Francesco; Djupdal, Asbjørn; Jung, Mat...thias; Keramidas, Georgios; Passerone, Roberto; Rech, Paolo; Ricci, Elisa; Velha, Philippe; Vella, Flavio; Yildirim, Kasim Sinan; Wilbert, Nils | 2025-01-01 | - | IEEE Computer Society | 4.01 Contributo in Atti di convegno | - |
| Distributed Inference with Minimal Off-Chip Traffic for Transformers on Low-Power MCUs | Bochem, Severin; Jung, Victor J. B.; Prasad, Arpan Suravi; Conti, Francesco; Benini, Luca | 2025-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| FlatAttention: Dataflow and Fabric Collectives Co-Optimization for Efficient Multi-Head Attention on Tile-Based Many-PE Accelerators | Zhang, Chi; Colagrande, Luca; Andri, Renzo; Benz, Thomas; Islamoglu, Gamze; Nadalini, Alessandro;... Conti, Francesco; Li, Yawei; Benini, Luca | 2025-01-01 | - | IEEE Computer Society | 4.01 Contributo in Atti di convegno | - |
| 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 | - |
| HMR-NEureka: Hybrid Modular Redundancy DNN Acceleration in Heterogeneous RISC-V SoCs | Ghionda, Luigi; Tedeschi, Riccardo; Tortorella, Yvan; Prasad, Arpan Suravi; Rossi, Davide; Benini..., Luca; Conti, Francesco | 2025-01-01 | - | IEEE Computer Society | 4.01 Contributo in Atti di convegno | - |
| Lightweight Software Kernels and Hardware Extensions for Efficient Sparse Deep Neural Networks on Microcontrollers | Daghero, Francesco; Jahier Pagliari, Daniele; Conti, Francesco; Benini, Luca; Poncino, Massimo; B...urrello, Alessio | 2025-01-01 | - | MLSys | 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 | - |
| Multi-modal On-Device Learning for Monocular Depth Estimation on Ultra-low-power MCUs | Nadalini, D.; Rusci, M.; Cereda, E.; Benini, L.; Conti, F.; Palossi, D. | 2025-01-01 | IEEE INTERNET OF THINGS JOURNAL | - | 1.01 Articolo in rivista | Multimodal_On-Device_Learning_for_Monocular_Depth_Estimation_on_Ultralow-Power_MCUs.pdf |
| Multi-Mode Borderguard Controllers for Efficient On-Chip Communication in Heterogeneous Digital/Analog Neural Processing Units | Pang, Hong; Cappetta, Carmine; Massa, Riccardo; Vasilopoulos, Athanasios; Ferro, Elena; Islamoglu..., Gamze; Garofalo, Angelo; Conti, Francesco; Benini, Luca; Boybat, Irem; Boesch, Thomas | 2025-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Multi-Partner Project: Architectures and Design Methodologies to Accelerate AI Workloads. The ICSC Flagship 2 Project | Silvano, Cristina; Ferrandi, Fabrizio; Curzel, Serena; Ielmini, Daniele; Perri, Stefania; Spagnol...o, Fanny; Corsonello, Pasquale; Schifano, Sebastiano Fabio; Zambelli, Cristian; Garofalo, Angelo; Conti, Francesco; Benini, Luca | 2025-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| 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 |
| Optimizing the Deployment of Tiny Transformers on Low-Power MCUs | Jung, V. J. B.; Burrello, A.; Scherer, M.; Conti, F.; Benini, L. | 2025-01-01 | IEEE TRANSACTIONS ON COMPUTERS | - | 1.01 Articolo in rivista | - |
| PACE-Lite: Compact and Efficient Piecewise Polynomial Approximation for Transformer Nonlinearity Acceleration | Prasad, Arpan Suravi; İslamoğlu, Gamze; Bertaccini, Luca; Rossi, Davide; Conti, Francesco; Benin...i, Luca | 2025-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| PACE: An Optimal Piecewise Polynomial Approximation Unit for Flexible and Efficient Transformer Non-linearity Acceleration | Prasad, Arpan Suravi; İslamoğlu, Gamze; Bertaccini, Luca; Rossi, Davide; Conti, Francesco; Benin...i, Luca | 2025-01-01 | - | IEEE Computer Society | 4.01 Contributo in Atti di convegno | - |
| SoftEx: A Low Power and Flexible Softmax Accelerator with Fast Approximate Exponentiation | Belano, Andrea; Tortorella, Yvan; Garofalo, Angelo; Benini, Luca; Rossi, Davide; Conti, Francesco | 2025-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |