Archivio Istituzionale della RicercaBENINI, 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; Fabio Schifano, Sebastiano; Palesi, Maurizio; Ascia, Giuseppe; Patti, Davide; Petra, Nicola; De Caro, Davide; Lavagno, Luciano; Urso, Teodoro; Cardellini, Valeria; Carlo Cardarilli, Gian; Birke, Robert; Perri, Stefania
Foundation Models for Structural Health Monitoring
2025 Benfenati, Luca; Pagliari, Daniele Jahier; Zanatta, Luca; Velez, Yhorman Alexander Bedoya; Acquaviva, Andrea; Poncino, Massimo; Macii, Enrico; Benini, Luca; Burrello, Alessio
MATCH: Model-Aware TVM-Based Compilation for Heterogeneous Edge Devices
2025 Hamdi, Mohamed Amine; Daghero, Francesco; Maria Sarda, Giuseppe; Van Delm, Josse; Symons, Arne; Benini, Luca; Verhelst, Marian; Jahier Pagliari, Daniele; Burrello, Alessio
Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices
2024 Burrello, Alessio; Risso, Matteo; Motetti, BEATRICE ALESSANDRA; Macii, Enrico; Benini, Luca; JAHIER PAGLIARI, Daniele
Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs
2024 Busia, Paola; Cossettini, Andrea; Ingolfsson, Thorir Mar; Benatti, Simone; Burrello, Alessio; Jung, Victor J. B.; Scherer, Moritz; Scrugli, Matteo A.; Bernini, Adriano; Ducouret, Pauline; Ryvlin, Philippe; Meloni, Paolo; Benini, Luca
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge
2023 Risso, Matteo; Burrello, Alessio; Conti, Francesco; Lamberti, Lorenzo; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Reduced precision floating-point optimization for Deep Neural Network On-Device Learning on microcontrollers
2023 Nadalini, Davide; Rusci, Manuele; Benini, Luca; Conti, Francesco
Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference
2023 Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring
2022 Burrello, Alessio; JAHIER PAGLIARI, Daniele; Maria Rapa, Pierangelo; Semilia, Matilde; Risso, Matteo; Polonelli, Tommaso; Poncino, Massimo; Benini, Luca; Benatti, Simone
A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays
2021 Ravaglia, Leonardo; Rusci, Manuele; Nadalini, Davide; Capotondi, Alessandro; Conti, Francesco; Benini, Luca
Q-PPG: Energy-Efficient PPG-Based Heart Rate Monitoring on Wearable Devices
2021 Burrello, A.; JAHIER PAGLIARI, Daniele; Risso, M.; Benatti, S.; Macii, E.; Benini, L.; Poncino, M.
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms / Silvano, C., Ielmini, D., Ferrandi, F., Fiorin, L., Curzel, S., Benini, L., Conti, F., Garofalo, A., Zambelli, C., Calore, E., Fabio Schifano, S., Palesi, M., Ascia, G., Patti, D., Petra, N., De Caro, D., Lavagno, L., Urso, T., Cardellini, V., Carlo Cardarilli, G., et al.. - In: ACM COMPUTING SURVEYS. - ISSN 0360-0300. - 57:11(2025). [10.1145/3729215] | 1-gen-2025 | CRISTINA SILVANOLUCA BENINIFrancesco ContiLuciano LavagnoTeodoro UrsoRobert Birke + | 3729215.pdf |
| Foundation Models for Structural Health Monitoring / Benfenati, L., Pagliari, D.J., Zanatta, L., Velez, Y.A.B., Acquaviva, A., Poncino, M., Macii, E., Benini, L., Burrello, A.. - In: IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING. - ISSN 2377-3782. - ELETTRONICO. - 10:6(2025), pp. 1103-1115. [10.1109/tsusc.2025.3592097] | 1-gen-2025 | Benfenati, LucaPagliari, Daniele JahierZanatta, LucaAcquaviva, AndreaPoncino, MassimoMacii, EnricoBenini, LucaBurrello, Alessio + | fomo_SHM_fullpaper_compressed.pdf; Foundation_Models_for_Structural_Health_Monitoring.pdf |
| MATCH: Model-Aware TVM-Based Compilation for Heterogeneous Edge Devices / Hamdi, M.A., Daghero, F., Maria Sarda, G., Van Delm, J., Symons, A., Benini, L., Verhelst, M., Jahier Pagliari, D., Burrello, A.. - In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. - ISSN 0278-0070. - ELETTRONICO. - 44:10(2025), pp. 3844-3857. [10.1109/TCAD.2025.3556967] | 1-gen-2025 | Mohamed Amine HamdiFrancesco DagheroLuca BeniniDaniele Jahier PagliariAlessio Burrello + | MATCH_TCAD_final.pdf; MATCH_Model-Aware_TVM-Based_Compilation_for_Heterogeneous_Edge_Devices.pdf |
| Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices / Burrello, A., Risso, M., Motetti, B.A., Macii, E., Benini, L., JAHIER PAGLIARI, D.. - In: IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING. - ISSN 2168-6750. - ELETTRONICO. - 12:3(2024), pp. 780-794. [10.1109/TETC.2023.3322033] | 1-gen-2024 | Alessio BurrelloMatteo RissoBeatrice Alessandra MotettiEnrico MaciiLuca BeniniDaniele Jahier Pagliari | Journal___Multi_Loss__arxiv_.pdf; Enhancing_Neural_Architecture_Search_with_Multiple_Hardware_Constraints_for_Deep_Learning_Model_Deployment_on_Tiny_IoT_Devices.pdf; Enhancing_Neural_Architecture_Search_With_Multiple_Hardware_Constraints_for_Deep_Learning_Model_Deployment_on_Tiny_IoT_Devices.pdf |
| Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs / Busia, P., Cossettini, A., Ingolfsson, T.M., Benatti, S., Burrello, A., Jung, V.J.B., Scherer, M., Scrugli, M.A., Bernini, A., Ducouret, P., Ryvlin, P., Meloni, P., Benini, L.. - In: IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS. - ISSN 1932-4545. - 18:3(2024), pp. 608-621. [10.1109/tbcas.2024.3357509] | 1-gen-2024 | Burrello, AlessioBenini, Luca + | Reducing_False_Alarms_in_Wearable_Seizure_Detection_With_EEGformer_A_Compact_Transformer_Model_for_MCUs.pdf |
| Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge / Risso, M., Burrello, A., Conti, F., Lamberti, L., Chen, Y., Benini, L., Macii, E., Poncino, M., JAHIER PAGLIARI, D.. - In: IEEE TRANSACTIONS ON COMPUTERS. - ISSN 0018-9340. - ELETTRONICO. - 72:3(2023), pp. 744-758. [10.1109/TC.2022.3177955] | 1-gen-2023 | Matteo RissoAlessio BurrelloYukai ChenLuca BeniniEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + | pit_journal.pdf; Lightweight_Neural_Architecture_Search_for_Temporal_Convolutional_Networks_at_the_Edge.pdf |
| Reduced precision floating-point optimization for Deep Neural Network On-Device Learning on microcontrollers / Nadalini, D., Rusci, M., Benini, L., Conti, F.. - In: FUTURE GENERATION COMPUTER SYSTEMS. - ISSN 0167-739X. - 149:(2023), pp. 212-226. [10.1016/j.future.2023.07.020] | 1-gen-2023 | Davide NadaliniLuca Benini + | ArXiv.pdf; 1-s2.0-S0167739X23002728-main.pdf |
| Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference / Xie, C., Burrello, A., Daghero, F., Benini, L., Calimera, A., Macii, E., Poncino, M., JAHIER PAGLIARI, D.. - In: SENSORS. - ISSN 1424-8220. - 23:4(2023), pp. 1-21. [10.3390/s23042065] | 1-gen-2023 | CHEN XIEAlessio BurrelloFrancesco DagheroLUCA BENINIANDREA CALIMERAEnrico MACIIMassimo PoncinoDANIELE PAGLIARI | Reducing the Energy Consumption of sEMG-Based-Gesture-Recognition-at-the Edge-Using-Transformers-and-Dynamic-Inference.pdf |
| Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring / Burrello, A., JAHIER PAGLIARI, D., Maria Rapa, P., Semilia, M., Risso, M., Polonelli, T., Poncino, M., Benini, L., Benatti, S.. - In: ACM TRANSACTIONS ON COMPUTING FOR HEALTHCARE. - ISSN 2691-1957. - 3:2(2022), pp. 1-25. [10.1145/3487910] | 1-gen-2022 | Alessio BurrelloDaniele Jahier PagliariMatteo RissoMassimo PoncinoLuca Benini + | actppg_journal.pdf; actppg_open.pdf |
| A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays / Ravaglia, L., Rusci, M., Nadalini, D., Capotondi, A., Conti, F., Benini, L.. - In: IEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS. - ISSN 2156-3365. - 11:4(2021), pp. 789-802. [10.1109/JETCAS.2021.3121554] | 1-gen-2021 | Nadalini DavideBenini Luca + | TinyML_redux.pdf; A_TinyML_Platform_for_On-Device_Continual_Learning_With_Quantized_Latent_Replays.pdf |
| Q-PPG: Energy-Efficient PPG-Based Heart Rate Monitoring on Wearable Devices / Burrello, A., JAHIER PAGLIARI, D., Risso, M., Benatti, S., Macii, E., Benini, L., Poncino, M.. - In: IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS. - ISSN 1932-4545. - ELETTRONICO. - 15:6(2021), pp. 1196-1209. [10.1109/TBCAS.2021.3122017] | 1-gen-2021 | Burrello A.Pagliari Jahier DanieleRisso M.MacIi E.Benini L.Poncino M. + | Q-PPG_Energy-Efficient_PPG-Based_Heart_Rate_Monitoring_on_Wearable_Devices.pdf |