Archivio Istituzionale della RicercaBENFENATI, LUCA
BENFENATI, LUCA
Dipartimento di Automatica e Informatica
093046
SINQ: Sinkhorn-Normalized Quantization for Calibration-Free Low-Precision LLM Weights
In corso di stampa Müller, Lorenz K.; Bich, Philippe; Zhuang, Jiawei; Çelik, Ahmet; Benfenati, Luca; Cavigelli, Lukas
EnhancePPG: Improving PPG-based Heart Rate Estimation with Self-Supervision and Augmentation
2025 Benfenati, Luca; Belloni, Sofia; Burrello, Alessio; Kasnesis, Panagiotis; Wang, Xiaying; Benini, Luca; Poncino, Massimo; Macii, Enrico; Pagliari, Daniele Jahier
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
BISeizuRe: BERT-Inspired Seizure Data Representation to Improve Epilepsy Monitoring
2024 Benfenati, Luca; Mar Ingolfsson, Thorir; Cossettini, Andrea; Jahier Pagliari, Daniele; Burrello, Alessio; Benini, Luca
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| SINQ: Sinkhorn-Normalized Quantization for Calibration-Free Low-Precision LLM Weights / Müller, L.K., Bich, P., Zhuang, J., Çelik, A., Benfenati, L., Cavigelli, L.. - ELETTRONICO. - (In corso di stampa). (2026 43rd International Conference on Machine Learning (ICML) Seoul (South Korea) July 6-11, 2026). | In corso di stampa | Philippe BichLuca Benfenati + | sinq_preprint.pdf |
| EnhancePPG: Improving PPG-based Heart Rate Estimation with Self-Supervision and Augmentation / Benfenati, L., Belloni, S., Burrello, A., Kasnesis, P., Wang, X., Benini, L., Poncino, M., Macii, E., Pagliari, D.J.. - ELETTRONICO. - (2025), pp. 1-5. (2025 IEEE 7th International Conference on Artificial Intelligence Circuits and Systems (AICAS) Bordeaux (FRA) 28-30 April 2025) [10.1109/aicas64808.2025.11173112]. | 1-gen-2025 | Benfenati, LucaBelloni, SofiaBurrello, AlessioBenini, LucaPoncino, MassimoMacii, EnricoPagliari, Daniele Jahier + | enhancePPG_fullpaper_closed.pdf; enhancePPG_fullpaper_open.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 |
| BISeizuRe: BERT-Inspired Seizure Data Representation to Improve Epilepsy Monitoring / Benfenati, L., Mar Ingolfsson, T., Cossettini, A., Jahier Pagliari, D., Burrello, A., Benini, L.. - ELETTRONICO. - (2024). (2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) Orlando (USA) 15-19 July 2024) [10.1109/EMBC53108.2024.10782289]. | 1-gen-2024 | Benfenati,LucaJahier Pagliari,DanieleBurrello,AlessioBenini,Luca + | Transformer_Seizure_Detection____EMBC_2024_IRIS.pdf; BISeizuRe_BERT-Inspired_Seizure_Data_Representation_to_Improve_Epilepsy_Monitoring.pdf |