BENINI, LUCA
BENINI, LUCA
DEI - DIPARTIMENTO DI INGEGNERIA DELL'ENERGIA ELETTRICA E DELL'INFORMAZIONE "GUGLIELMO MARCONI"
Docenti di ruolo di Ia fascia
BENINI L; L. BENINI; Luca Benini
Modeling and Controlling Many-Core HPC Processors: an Alternative to PID and Moving Average Algorithms
In corso di stampa Bambini, Giovanni; Ottaviano, Alessandro; Conficoni, Christian; Tilli, Andrea; Benini, Luca; Bartolini, Andrea
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
AXI-REALM: Safe, Modular and Lightweight Traffic Monitoring and Regulation for Heterogeneous Mixed-Criticality Systems
2025 Benz, Thomas; Ottaviano, Alessandro; Liang, Chaoqun; Balas, Robert; Garofalo, Angelo; Restuccia, Francesco; Biondi, Alessandro; Rossi, Davide; Benini, Luca
Bandwidth-Latency-Thermal Co-Optimization of Interconnect-Dominated Many-Core 3D-IC
2025 Das, Sudipta; Riedel, Samuel; Naeim, Mohamed; Brunion, Moritz; Bertuletti, Marco; Benini, Luca; Ryckaert, Julien; Myers, James; Biswas, Dwaipayan; Milojevic, Dragomir
CVA6-VMRT: A Modular Approach Towards Time-Predictable Virtual Memory in a 64-bit Application Class RISC-V Processor
2025 Reinwardt, Christopher; Balas, Robert; Ottaviano, Alessandro; Garofalo, Angelo; Benini, Luca
Event-based Estimation of Hand Forces from High-Density Surface EMG on a Parallel Ultra-Low-Power Microcontroller
2025 Zanghieri, Marcello; Rapa, Pierangelo Maria; Orlandi, Mattia; Donati, Elisa; Benini, Luca; Benatti, Simone
GAPses: Versatile smart glasses for comfortable and fully-dry acquisition and parallel ultra-low-power processing of EEG and EOG
2025 Frey, Sebastian; Lucchini, Mattia Alberto; Kartsch, Victor; Ingolfsson, Thorir Mar; Bernardi, Andrea Helga; Segessenmann, Michael; Osieleniec, Jakub; Benatti, Simone; Benini, Luca; Cossettini, Andrea
Leveraging RISC-V for HW/SW Codesign of Flexible and Efficient TinyML SoCs
2025 Garofalo, Angelo; Benini, Luca
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
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
Quadrilatero: A RISC-V programmable matrix coprocessor for low-power edge applications
2025 Cammarata, Danilo; Perotti, Matteo; Bertuletti, Marco; Garofalo, Angelo; Schiavone, Pasquale Davide; Atienza, David; Benini, Luca
RedMulE-FT: A Reconfigurable Fault-Tolerant Matrix Multiplication Engine
2025 Wiese, Philip; Item, Maurus; Bertaccini, Luca; Tortorella, Yvan; Garofalo, Angelo; Benini, Luca
SzCORE: Seizure Community Open‐Source Research Evaluation framework for the validation of electroencephalography‐based automated seizure detection algorithms
2025 Dan, Jonathan; Pale, Una; Amirshahi, Alireza; Cappelletti, William; Ingolfsson, Thorir Mar; Wang, Xiaying; Cossettini, Andrea; Bernini, Adriano; Benini, Luca; Beniczky, Sándor; Atienza, David; Ryvlin, Philippe
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
Traffic Load Estimation via Time-Frequency Analysis of Dynamic Monitoring Data and Deep Learning
2025 Zanella, Samuel; Barchi, Francesco; Moallemi, Amirhossein; Longo, Monica; Salvaro, Mattia; Darò, Paola; Benini, Luca; Acquaviva, Andrea
Unobtrusive Multimodal Monitoring of Physiological Signals for Driver State Analysis
2025 Amidei, Andrea; Rapa, Pierangelo Maria; Tagliavini, Giuseppe; Rabbeni, Roberto; Benini, Luca; Pavan, Paolo; Benatti, Simone
| Titolo | Autore(i) | Anno | Periodico | Editore | Tipo | File |
|---|---|---|---|---|---|---|
| Modeling and Controlling Many-Core HPC Processors: an Alternative to PID and Moving Average Algorithms | Bambini, Giovanni; Ottaviano, Alessandro; Conficoni, Christian; Tilli, Andrea; Benini, Luca; Bart...olini, Andrea | 9999-01-01 | ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS | - | 1.01 Articolo in rivista | - |
| 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 |
| AXI-REALM: Safe, Modular and Lightweight Traffic Monitoring and Regulation for Heterogeneous Mixed-Criticality Systems | Benz, Thomas; Ottaviano, Alessandro; Liang, Chaoqun; Balas, Robert; Garofalo, Angelo; Restuccia, ...Francesco; Biondi, Alessandro; Rossi, Davide; Benini, Luca | 2025-01-01 | IEEE TRANSACTIONS ON COMPUTERS | - | 1.01 Articolo in rivista | - |
| Bandwidth-Latency-Thermal Co-Optimization of Interconnect-Dominated Many-Core 3D-IC | Das, Sudipta; Riedel, Samuel; Naeim, Mohamed; Brunion, Moritz; Bertuletti, Marco; Benini, Luca; R...yckaert, Julien; Myers, James; Biswas, Dwaipayan; Milojevic, Dragomir | 2025-01-01 | IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS | - | 1.01 Articolo in rivista | - |
| CVA6-VMRT: A Modular Approach Towards Time-Predictable Virtual Memory in a 64-bit Application Class RISC-V Processor | Reinwardt, Christopher; Balas, Robert; Ottaviano, Alessandro; Garofalo, Angelo; Benini, Luca | 2025-01-01 | - | Association for Computing Machinery, Inc | 4.01 Contributo in Atti di convegno | - |
| Event-based Estimation of Hand Forces from High-Density Surface EMG on a Parallel Ultra-Low-Power Microcontroller | Zanghieri, Marcello; Rapa, Pierangelo Maria; Orlandi, Mattia; Donati, Elisa; Benini, Luca; Benatt...i, Simone | 2025-01-01 | IEEE SENSORS JOURNAL | - | 1.01 Articolo in rivista | merged_compressed.pdf |
| GAPses: Versatile smart glasses for comfortable and fully-dry acquisition and parallel ultra-low-power processing of EEG and EOG | Frey, Sebastian; Lucchini, Mattia Alberto; Kartsch, Victor; Ingolfsson, Thorir Mar; Bernardi, And...rea Helga; Segessenmann, Michael; Osieleniec, Jakub; Benatti, Simone; Benini, Luca; Cossettini, Andrea | 2025-01-01 | IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS | - | 1.01 Articolo in rivista | gapses_final.pdf |
| Leveraging RISC-V for HW/SW Codesign of Flexible and Efficient TinyML SoCs | Garofalo, Angelo; Benini, Luca | 2025-01-01 | IEEE DESIGN & TEST | - | 1.01 Articolo in rivista | - |
| 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 |
| Quadrilatero: A RISC-V programmable matrix coprocessor for low-power edge applications | Cammarata, Danilo; Perotti, Matteo; Bertuletti, Marco; Garofalo, Angelo; Schiavone, Pasquale Davi...de; Atienza, David; Benini, Luca | 2025-01-01 | - | Association for Computing Machinery, Inc | 4.01 Contributo in Atti di convegno | - |
| RedMulE-FT: A Reconfigurable Fault-Tolerant Matrix Multiplication Engine | Wiese, Philip; Item, Maurus; Bertaccini, Luca; Tortorella, Yvan; Garofalo, Angelo; Benini, Luca | 2025-01-01 | - | Association for Computing Machinery, Inc | 4.01 Contributo in Atti di convegno | - |
| SzCORE: Seizure Community Open‐Source Research Evaluation framework for the validation of electroencephalography‐based automated seizure detection algorithms | Dan, Jonathan; Pale, Una; Amirshahi, Alireza; Cappelletti, William; Ingolfsson, Thorir Mar; Wang,... Xiaying; Cossettini, Andrea; Bernini, Adriano; Benini, Luca; Beniczky, Sándor; Atienza, David; Ryvlin, Philippe | 2025-01-01 | EPILEPSIA | - | 1.01 Articolo in rivista | Epilepsia - 2024 - Dan - SzCORE Seizure Community Open‐Source Research Evaluation framework for the validation of.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 |
| Traffic Load Estimation via Time-Frequency Analysis of Dynamic Monitoring Data and Deep Learning | Zanella, Samuel; Barchi, Francesco; Moallemi, Amirhossein; Longo, Monica; Salvaro, Mattia; Darò, ...Paola; Benini, Luca; Acquaviva, Andrea | 2025-01-01 | - | Springer Science and Business Media Deutschland GmbH | 4.01 Contributo in Atti di convegno | - |
| Unobtrusive Multimodal Monitoring of Physiological Signals for Driver State Analysis | Amidei, Andrea; Rapa, Pierangelo Maria; Tagliavini, Giuseppe; Rabbeni, Roberto; Benini, Luca; Pav...an, Paolo; Benatti, Simone | 2025-01-01 | IEEE SENSORS JOURNAL | - | 1.01 Articolo in rivista | Unobtrusive_Multimodal_Monitoring_of_Physiological_Signals_for_Driver_State_Analysis_compressed.pdf |