Archivio Istituzionale della RicercaBURRELLO, ALESSIO
BURRELLO, ALESSIO
Dipartimento di Automatica e Informatica
036284
Before Parc Fermé: RL-Time Pruning for Efficient Embodied LLMs in Autonomous Driving
In corso di stampa Benfenati, Luca; Azimi, Ali; Risso, Matteo; Carapellese, Fabio; Pagliari, Daniele; Burrello, Alessio
BlankSkip: Early-exit Object Detection onboard Nano-drones
In corso di stampa Marra, Carlo; Motetti, Beatrice Alessandra; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele
MATCHA: Efficient Deployment of Deep Neural Networks on Multi-Accelerator Heterogeneous Edge SoCs
In corso di stampa Russo, Enrico; Hamdi, Mohamed Amine; Ottaviano, Alessandro; Conti, Francesco; Garofalo, Angelo; Jahier Pagliari, Daniele; Palesi, Maurizio; Benini, Luca; Burrello, Alessio
MAUPITI: On-Device Prototype-Based Learning on a Smart Infrared Sensor
In corso di stampa Motetti, Beatrice Alessandra; Dugas Du Villard, Tanguy; Risso, Matteo; Burrello, Alessio; Daghero, Francesco; Macii, Enrico; Poncino, Massimo; Castellano, Marco; Basile, Alfio; Jahier Pagliari, Daniele
Multipartner Project: Advancing the EDA Tools Landscape for the European RISC-V Ecosystem in TRISTAN
In corso di stampa Jebali, Fatma; Andriamisaina, Caaliph; Jan, Mathieu; Ecker, Wolfgang; Egert, Florian; Fischer, Bernhard; Burrello, Alessio; Jahier Pagliari, Daniele; Vinco, Sara; Tagliavini, Giuseppe; Feldner, Ingo; Mauderer, Andreas; Sauer, Axel; Kristmundsson, Arnor; Schober, Alexander; Bernier, Teo; Kayra, Matti; Schlichtmann, Ulf; Jonack, Rocco
A System-Level Performance Analysis of On-Device Learning on an Ultra-Low-Power Edge System
2026 Rusci, Manuele; Hamdi, Mohamed Amine; Jahier Pagliari, Daniele; Conti, Francesco; Burrello, Alessio
End-to-end Automated Deep Neural Network Optimization for PPG-based Blood Pressure Estimation on Wearables
2026 Carlucci, Francesco; Pollo, Giovanni; Wang, Xiaying; Poncino, Massimo; Macii, Enrico; Benini, Luca; Vinco, Sara; Burrello, Alessio; Jahier Pagliari, Daniele
Late Breaking Results: CHESSY: Coupled Hybrid Emulation With SystemC-FPGA Synchronization
2026 Ruotolo, Lorenzo; Pollo, Giovanni; Hamdi, Mohamed Amine; Risso, Matteo; Chen, Yukai; Macii, Enrico; Poncino, Massimo; Vinco, Sara; Burrello, Alessio; Jahier Pagliari, Daniele
SilentWear: an Ultra-Low Power Wearable System for EMG-based Silent Speech Recognition
2026 Spacone, Giusy; Frey, Sebastian; Pollo, Giovanni; Burrello, Alessio; Pagliari, Daniele Jahier; Kartsch, Victor; Cossettini, Andrea; Benini, Luca
Accelerating Depthwise Separable Convolutions on Ultra-Low-Power Devices
2025 Daghero, Francesco; Burrello, Alessio; Poncino, Massimo; Macii, Enrico; Jahier Pagliari, Daniele
Automatic integration of SystemC in the FMI standard for Software-defined Vehicle design
2025 Pollo, Giovanni; Albu, Andrei Mihai; Burrello, Alessio; Pagliari, Daniele Jahier; Tesconi, Cristian; Panaro, Loris; Soldi, Dario; Autieri, Fabio; Vinco, Sara
Building Damage Assessment in Conflict Zones: A Deep Learning Approach Using Geospatial Sub-Meter Resolution Data
2025 Risso, Matteo; Goffi, Alessia; Motetti, BEATRICE ALESSANDRA; Burrello, Alessio; Baptiste Bove, Jean; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele; Maffeis, Giuseppe
Coupling Neural Networks and Physics Equations For Li-Ion Battery State-of-Charge Prediction
2025 Pollo, Giovanni; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Vinco, Sara; Pagliari, Daniele Jahier
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
Integrating SystemC TLM into FMI 3.0 Co-Simulations with an Open-Source Approach
2025 Albu, Andrei Mihai; Pollo, Giovanni; Burrello, Alessio; Jahier Pagliari, Daniele; Tesconi, Cristian; Neri, Alessandra; Soldi, Dario; Autieri, Fabio; Vinco, Sara
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
MEbots: Integrating a RISC-V Virtual Platform with a Robotic Simulator for Energy-aware Design
2025 Pollo, Giovanni; Hamdi, Mohamed Amine; Risso, Matteo; Ruotolo, Lorenzo; Furbatto, Pietro; Isoldi, Matteo; Chen, Yukai; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele; Vinco, Sara
Optimizing DNN Inference on Multi-Accelerator SoCs at Training-time
2025 Risso, M.; Burrello, A.; Jahier Pagliari, D.
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs
2025 Jung, Victor J. B.; Burrello, Alessio; Scherer, Moritz; Conti, Francesco; Benini, Luca
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| Before Parc Fermé: RL-Time Pruning for Efficient Embodied LLMs in Autonomous Driving / Benfenati, L., Azimi, A., Risso, M., Carapellese, F., Pagliari, D., Burrello, A.. - (In corso di stampa). (2026 Conference on Robot Learning (CoRL) Austin, Texas (USA) November 9-12, 2026). | In corso di stampa | Benfenati, LucaAzimi, AliRisso, MatteoCarapellese, FabioPagliari, DanieleBurrello, Alessio | bpf_corl_preprint.pdf |
| BlankSkip: Early-exit Object Detection onboard Nano-drones / Marra, C., Motetti, B.A., Burrello, A., Macii, E., Poncino, M., Jahier Pagliari, D.. - ELETTRONICO. - (In corso di stampa), pp. 3734-3743. (The 2026 Conference on Computer Vision and Pattern Recognition (CVPR) Denver (USA) 3–7 giugno 2026). | In corso di stampa | Marra,CarloMotetti,Beatrice AlessandraBurrello,AlessioMacii,EnricoPoncino,MassimoJahier Pagliari,Daniele | ArXiv_BlankSkip.pdf |
| MATCHA: Efficient Deployment of Deep Neural Networks on Multi-Accelerator Heterogeneous Edge SoCs / Russo, E., Hamdi, M.A., Ottaviano, A., Conti, F., Garofalo, A., Jahier Pagliari, D., Palesi, M., Benini, L., Burrello, A.. - (In corso di stampa). (63rd ACM/IEEE Design Automation Conference (DAC26) July 26-29, 2026 ) [10.1145/3770743.3804120]. | In corso di stampa | Mohamed Amine HamdiAlessandro OttavianoFrancesco ContiAngelo GarofaloDaniele Jahier PagliariLuca BeniniAlessio Burrello + | 2604.09124v1.pdf |
| MAUPITI: On-Device Prototype-Based Learning on a Smart Infrared Sensor / Motetti, B.A., Dugas Du Villard, T., Risso, M., Burrello, A., Daghero, F., Macii, E., Poncino, M., Castellano, M., Basile, A., Jahier Pagliari, D.. - In: IEEE EMBEDDED SYSTEMS LETTERS. - ISSN 1943-0663. - ELETTRONICO. - (In corso di stampa), pp. 1-1. [10.1109/LES.2026.3720995] | In corso di stampa | Beatrice Alessandra MotettiMatteo RissoAlessio BurrelloFrancesco DagheroEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + | arXiv_MAUPITI_On-Device_Prototype-Based_Learning_on_a_Smart_Infrared_Sensor.pdf |
| Multipartner Project: Advancing the EDA Tools Landscape for the European RISC-V Ecosystem in TRISTAN / Jebali, F., Andriamisaina, C., Jan, M., Ecker, W., Egert, F., Fischer, B., Burrello, A., Jahier Pagliari, D., Vinco, S., Tagliavini, G., Feldner, I., Mauderer, A., Sauer, A., Kristmundsson, A., Schober, A., Bernier, T., Kayra, M., Schlichtmann, U., Jonack, R.. - ELETTRONICO. - (In corso di stampa). (Design, Automation and Test in Europe Conference Verona (ITA) 20-22 April 2026). | In corso di stampa | Alessio BurrelloDaniele Jahier PagliariSara VincoGiuseppe Tagliavini + | TRISTAN_MPP_paper.pdf |
| A System-Level Performance Analysis of On-Device Learning on an Ultra-Low-Power Edge System / Rusci, M., Hamdi, M.A., Jahier Pagliari, D., Conti, F., Burrello, A.. - (2026), pp. 210-213. (23rd ACM International Conference on Computing Frontiers, CF 2026 Catania (ITA) May 19 - 21, 2026) [10.1145/3801487.3806371]. | 1-gen-2026 | Hamdi, Mohamed AmineJahier Pagliari, DanieleConti, FrancescoBurrello, Alessio + | 3801487.3806371.pdf |
| End-to-end Automated Deep Neural Network Optimization for PPG-based Blood Pressure Estimation on Wearables / Carlucci, F., Pollo, G., Wang, X., Poncino, M., Macii, E., Benini, L., Vinco, S., Burrello, A., Jahier Pagliari, D.. - In: ACM TRANSACTIONS ON COMPUTING FOR HEALTHCARE. - ISSN 2691-1957. - 7:3(2026), pp. 1-27. [10.1145/3809503] | 1-gen-2026 | Carlucci, FrancescoPollo, GiovanniPoncino, MassimoMacii, EnricoVinco, SaraBurrello, AlessioJahier Pagliari, Daniele + | 3809503.pdf |
| Late Breaking Results: CHESSY: Coupled Hybrid Emulation With SystemC-FPGA Synchronization / Ruotolo, L., Pollo, G., Hamdi, M.A., Risso, M., Chen, Y., Macii, E., Poncino, M., Vinco, S., Burrello, A., Jahier Pagliari, D.. - ELETTRONICO. - (2026). (Design, Automation and Test in Europe Conference Verona (ITA) 20-22 April 2026) [10.23919/DATE69613.2026.11539477]. | 1-gen-2026 | Lorenzo RuotoloGiovanni PolloMohamed Amine HamdiMatteo RissoYukai ChenEnrico MaciiMassimo PoncinoSara VincoAlessio BurrelloDaniele Jahier Pagliari | Conf2___MESSY_FPGA_LBR.pdf; Late_Breaking_Results_CHESSY_Coupled_Hybrid_Emulation_with_SystemC-FPGA_Synchronization.pdf |
| SilentWear: an Ultra-Low Power Wearable System for EMG-based Silent Speech Recognition / Spacone, G., Frey, S., Pollo, G., Burrello, A., Pagliari, D.J., Kartsch, V., Cossettini, A., Benini, L.. - In: IEEE SENSORS JOURNAL. - ISSN 1530-437X. - (2026), pp. 1-1. [10.1109/jsen.2026.3742328] | 1-gen-2026 | Pollo, GiovanniBurrello, AlessioPagliari, Daniele Jahier + | 2603.02847v2.pdf; SilentWear_an_Ultra-Low_Power_Wearable_System_for_EMG-based_Silent_Speech_Recognition.pdf |
| Accelerating Depthwise Separable Convolutions on Ultra-Low-Power Devices / Daghero, F., Burrello, A., Poncino, M., Macii, E., Jahier Pagliari, D.. - STAMPA. - 15226:(2025), pp. 46-58. (24nd International Conference, SAMOS 2024 Samos (GRC) June 29 – July 4, 2024) [10.1007/978-3-031-78377-7_4]. | 1-gen-2025 | Daghero, FrancescoBurrello, AlessioPoncino, MassimoMacii, EnricoJahier Pagliari, Daniele | post-print.pdf; 978-3-031-78377-7_4.pdf |
| Automatic integration of SystemC in the FMI standard for Software-defined Vehicle design / Pollo, G., Albu, A.M., Burrello, A., Pagliari, D.J., Tesconi, C., Panaro, L., Soldi, D., Autieri, F., Vinco, S.. - (2025), pp. 1-9. (Forum on specification & Design Languages (FDL) 2025 St. Goar (DEU) 10-12 September 2025) [10.1109/fdl68117.2025.11165273]. | 1-gen-2025 | Pollo, GiovanniAlbu, Andrei MihaiBurrello, AlessioPagliari, Daniele JahierVinco, Sara + | Automatic_integration_of_SystemC_in_the_FMI_standard_for_Software-defined_Vehicle_design.pdf; 2508.19665v1.pdf |
| Building Damage Assessment in Conflict Zones: A Deep Learning Approach Using Geospatial Sub-Meter Resolution Data / Risso, M., Goffi, A., Motetti, B.A., Burrello, A., Baptiste Bove, J., Macii, E., Poncino, M., JAHIER PAGLIARI, D., Maffeis, G.. - ELETTRONICO. - (2025). (International Conference on Image Processing, Applications and Systems (IPAS) Lyon (FRA) 09-11 January 2025) [10.1109/IPAS63548.2025.10924534]. | 1-gen-2025 | Matteo RissoBeatrice Alessandra MotettiAlessio BurrelloEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + | Building_Damage_Assessment_in_Conflict_Zones_A_Deep_Learning_Approach_Using_Geospatial_Sub-Meter_Resolution_Data.pdf; 2410.04802v1.pdf |
| Coupling Neural Networks and Physics Equations For Li-Ion Battery State-of-Charge Prediction / Pollo, G., Burrello, A., Macii, E., Poncino, M., Vinco, S., Pagliari, D.J.. - (2025), pp. 1-7. (Design, Automation and Test in Europe Conference and Exhibition Lyon (FRA) 31 March 2025 - 02 April 2025) [10.23919/date64628.2025.10993233]. | 1-gen-2025 | Pollo, GiovanniBurrello, AlessioMacii, EnricoPoncino, MassimoVinco, SaraPagliari, Daniele Jahier | Coupling_Neural_Networks_and_Physics_Equations_For_Li-Ion_Battery_State-of-Charge_Prediction.pdf; 2412.16724v1.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 |
| Integrating SystemC TLM into FMI 3.0 Co-Simulations with an Open-Source Approach / Albu, A.M., Pollo, G., Burrello, A., Jahier Pagliari, D., Tesconi, C., Neri, A., Soldi, D., Autieri, F., Vinco, S.. - ELETTRONICO. - (2025), pp. 29-35. (Design and Verification Conference and Exhibition Europe Munich (DEU) October 14-15, 2025) [10.30420/566664005]. | 1-gen-2025 | Andrei Mihai AlbuGiovanni PolloAlessio BurrelloDaniele Jahier PagliariSara Vinco + | 2508.20223v1.pdf; Integrating_SystemC_TLM_into_FMI_3.0_Co-Simulations_with_an_Open-Source_Approach.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 |
| MEbots: Integrating a RISC-V Virtual Platform with a Robotic Simulator for Energy-aware Design / Pollo, G., Hamdi, M.A., Risso, M., Ruotolo, L., Furbatto, P., Isoldi, M., Chen, Y., Burrello, A., Macii, E., Poncino, M., Jahier Pagliari, D., Vinco, S.. - (2025). (ISLPED 2025 IEEE/ACM International Symposium on Low Power Electronics and Design Reykjavik (ISL) August 6 - 8, 2025) [10.1109/ISLPED65674.2025.11261755]. | 1-gen-2025 | Giovanni PolloMohamed Amine HamdiMatteo RissoLorenzo RuotoloAlessio BurrelloEnrico MaciiMassimo PoncinoDaniele Jahier PagliariSara Vinco + | 2505.16682v1.pdf; MEbots_Integrating_a_RISC-V_Virtual_Platform_with_a_Robotic_Simulator_for_Energy-aware_Design.pdf |
| Optimizing DNN Inference on Multi-Accelerator SoCs at Training-time / Risso, M., Burrello, A., Jahier Pagliari, D.. - In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. - ISSN 0278-0070. - ELETTRONICO. - 44:9(2025), pp. 3532-3545. [10.1109/TCAD.2025.3543715] | 1-gen-2025 | M. RissoA. BurrelloD. Jahier Pagliari | Optimizing_DNN_Inference_on_Multi-Accelerator_SoCs_at_Training-time.pdf; 2409.18566v2.pdf; Optimizing_DNN_Inference_on_Multi-accelerator_SoCs_at_Training-Time.pdf |
| Optimizing the Deployment of Tiny Transformers on Low-Power MCUs / Jung, V.J.B., Burrello, A., Scherer, M., Conti, F., Benini, L.. - In: IEEE TRANSACTIONS ON COMPUTERS. - ISSN 0018-9340. - 74:2(2025), pp. 526-541. [10.1109/tc.2024.3500360] | 1-gen-2025 | Burrello, Alessio + | TinyFormer_Extension.pdf; Optimizing_the_Deployment_of_Tiny_TransformersnbsponnbspLow-Power_MCUs.pdf |