Archivio Istituzionale della RicercaBURRELLO, ALESSIO
BURRELLO, ALESSIO
Dipartimento di Automatica e Informatica
036284
Optimizing DNN Inference on Multi-Accelerator SoCs at Training-time
In corso di stampa 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
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
Age- and sex-related variations in extracellular vesicle profiling for the assessment of cardiovascular risk: the EVaging index
2024 Burrello, Jacopo; Goi, Jessica; Burrello, Alessio; Vacchi, Elena; Rendon-Angel, Azucena; Lazzarini, Edoardo; Bianco, Giovanni; Limongelli, Vittorio; Vassalli, Giuseppe; Cereda, Carlo W.; Monticone, Silvia; Mulatero, Paolo; Bussolati, Benedetta; Alimonti, Andrea; Camici, Giovanni G.; Melli, Giorgia; Osto, Elena; Pedrazzini, Giovanni; Lucio, Barile
Deeploy: Enabling Energy-Efficient Deployment of Small Language Models on Heterogeneous Microcontrollers
2024 Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Wiese, Philip; Bompani, Luca; Burrello, Alessio; Conti, Francesco; Benini, Luca
Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes
2024 Daghero, Francesco; Burrello, Alessio; Macii, Enrico; Montuschi, Paolo; Poncino, Massimo; JAHIER PAGLIARI, Daniele
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
Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks
2024 Motetti, Beatrice Alessandra; Risso, Matteo; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele
Optimizing Foundation Model Inference on a Many-Tiny-Core Open-Source RISC-V Platform
2024 Potocnik, Viviane; Colagrande, Luca; Fischer, Tim; Bertaccini, Luca; Pagliari, Daniele Jahier; Burrello, Alessio; Benini, Luca
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
A dynamic clamping approach using in silico IK1 current for discrimination of chamber-specific hiPSC-derived cardiomyocytes
2023 Altomare, Claudia; Bartolucci, Chiara; Sala, Luca; Balbi, Carolina; Burrello, Jacopo; Pietrogiovanna, Nicole; Burrello, Alessio; Bolis, Sara; Panella, Stefano; Arici, Martina; Krause, Rolf; Rocchetti, Marcella; Severi, Stefano; Barile, Lucio
ExaMon-X: A Predictive Maintenance Framework for Automatic Monitoring in Industrial IoT Systems
2023 Borghesi, A; Burrello, A; Bartolini, A
Identification of a serum and urine extracellular vesicle signature predicting renal outcome after kidney transplant
2023 Burrello, Jacopo; Monticone, Silvia; Burrello, Alessio; Bolis, Sara; Cristalli, Carlotta Pia; Comai, Giorgia; Corradetti, Valeria; Grange, Cristina; Orlando, Giuseppe; Bonafè, Massimiliano; La Manna, Gaetano; Barile, Lucio; Bussolati, Benedetta
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
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
Exploring Scalable, Distributed Real-Time Anomaly Detection for Bridge Health Monitoring
2022 Moallemi, Amirhossein; Burrello, Alessio; Brunelli, Davide; Benini, Luca
Fully Onboard AI-Powered Human-Drone Pose Estimation on Ultralow-Power Autonomous Flying Nano-UAVs
2022 Palossi, D; Zimmerman, N; Burrello, A; Conti, F; Muller, H; Gambardella, Lm; Benini, L; Giusti, A; Guzzi, J
Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks
2022 Daghero, Francesco; Burrello, Alessio; Xie, Chen; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele
Machine learning applied to ambulatory blood pressure monitoring: a new tool to diagnose autonomic failure?
2022 Vallelonga, Fabrizio; Sobrero, G; Merola, A; Valente, M; Giudici, M; Di Stefano, C; Milazzo, V; Burrello, J; Burrello, A; Veglio, F; Romagnolo, A; Maule, S
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| 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. - (In corso di stampa). [10.1109/TCAD.2025.3543715] | In corso di stampa | M. RissoA. BurrelloD. Jahier Pagliari | Optimizing_DNN_Inference_on_Multi-Accelerator_SoCs_at_Training-time.pdf; 2409.18566v2.pdf |
| Optimizing the Deployment of Tiny Transformers on Low-Power MCUs / Jung, Victor J. B.; Burrello, Alessio; Scherer, Moritz; Conti, Francesco; Benini, Luca. - 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 |
| 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, Alessio; Conti, Francesco; Benini, Luca. - In: IEEE DESIGN & TEST. - ISSN 2168-2356. - (2025). [10.1109/mdat.2025.3527371] | 1-gen-2025 | Burrello, Alessio + | DT_TinyML_Paper__V2_.pdf |
| Age- and sex-related variations in extracellular vesicle profiling for the assessment of cardiovascular risk: the EVaging index / Burrello, Jacopo; Goi, Jessica; Burrello, Alessio; Vacchi, Elena; Rendon-Angel, Azucena; Lazzarini, Edoardo; Bianco, Giovanni; Limongelli, Vittorio; Vassalli, Giuseppe; Cereda, Carlo W.; Monticone, Silvia; Mulatero, Paolo; Bussolati, Benedetta; Alimonti, Andrea; Camici, Giovanni G.; Melli, Giorgia; Osto, Elena; Pedrazzini, Giovanni; Lucio, Barile. - In: NPJ AGING. - ISSN 2731-6068. - 10:1(2024), pp. 1-13. [10.1038/s41514-024-00189-7] | 1-gen-2024 | Burrello, Alessio + | s41514-024-00189-7.pdf |
| Deeploy: Enabling Energy-Efficient Deployment of Small Language Models on Heterogeneous Microcontrollers / Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Wiese, Philip; Bompani, Luca; Burrello, Alessio; Conti, Francesco; Benini, Luca. - In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. - ISSN 0278-0070. - 43:11(2024), pp. 4009-4020. [10.1109/tcad.2024.3443718] | 1-gen-2024 | Burrello, Alessio + | 2408.04413v1.pdf; Deeploy_Enabling_Energy-Efficient_Deployment_of_Small_Language_Models_on_Heterogeneous_Microcontrollers.pdf |
| Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes / Daghero, Francesco; Burrello, Alessio; Macii, Enrico; Montuschi, Paolo; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 11:1(2024), pp. 742-757. [10.1109/JIOT.2023.3286276] | 1-gen-2024 | Francesco DagheroAlessio BurrelloEnrico MaciiPaolo MontuschiMassimo PoncinoDaniele Jahier Pagliari | dynamic_decision_tree_ensembles_for_energy_efficient_inference_on_iot_edge_nodes_post-print.pdf; Dynamic_Decision_Tree_Ensembles_for_Energy-Efficient_Inference_on_IoT_Edge_Nodes.pdf |
| Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices / Burrello, Alessio; Risso, Matteo; Motetti, BEATRICE ALESSANDRA; Macii, Enrico; Benini, Luca; JAHIER PAGLIARI, Daniele. - 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 |
| Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks / Motetti, Beatrice Alessandra; Risso, Matteo; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele. - In: IEEE TRANSACTIONS ON COMPUTERS. - ISSN 0018-9340. - ELETTRONICO. - 73:11(2024), pp. 2619-2633. [10.1109/tc.2024.3449084] | 1-gen-2024 | Motetti, Beatrice AlessandraRisso, MatteoBurrello, AlessioMacii, EnricoPoncino, MassimoJahier Pagliari, Daniele | Arxiv_Joint_Pruning_and_Channel-wise_Mixed-Precision_Quantization_for_Efficient_Deep_Neural_Networks.pdf; Joint_Pruning_and_Channel-Wise_Mixed-Precision_Quantization_for_Efficient_Deep_Neural_Networks.pdf |
| Optimizing Foundation Model Inference on a Many-Tiny-Core Open-Source RISC-V Platform / Potocnik, Viviane; Colagrande, Luca; Fischer, Tim; Bertaccini, Luca; Pagliari, Daniele Jahier; Burrello, Alessio; Benini, Luca. - In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR ARTIFICIAL INTELLIGENCE. - ISSN 2996-6647. - 1:1(2024), pp. 37-52. [10.1109/tcasai.2024.3459412] | 1-gen-2024 | Pagliari, Daniele JahierBurrello, Alessio + | TCASAI24___OccamyLLM.pdf; Optimizing_Foundation_Model_Inference_on_a_Many-Tiny-Core_Open-Source_RISC-V_Platform.pdf |
| Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs / 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. - 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 |
| A dynamic clamping approach using in silico IK1 current for discrimination of chamber-specific hiPSC-derived cardiomyocytes / Altomare, Claudia; Bartolucci, Chiara; Sala, Luca; Balbi, Carolina; Burrello, Jacopo; Pietrogiovanna, Nicole; Burrello, Alessio; Bolis, Sara; Panella, Stefano; Arici, Martina; Krause, Rolf; Rocchetti, Marcella; Severi, Stefano; Barile, Lucio. - In: COMMUNICATIONS BIOLOGY. - ISSN 2399-3642. - 6:1(2023), p. 291. [10.1038/s42003-023-04674-9] | 1-gen-2023 | Sala, LucaBurrello, Alessio + | 2023 - AC - AT vs VT porential - Comm Biol.pdf |
| ExaMon-X: A Predictive Maintenance Framework for Automatic Monitoring in Industrial IoT Systems / Borghesi, A; Burrello, A; Bartolini, A. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 10:4(2023), pp. 2995-3005. [10.1109/JIOT.2021.3125885] | 1-gen-2023 | Burrello, A + | examonX_ieeeiot_ti.pdf; ExaMon-X_A_Predictive_Maintenance_Framework_for_Automatic_Monitoring_in_Industrial_IoT_Systems.pdf |
| Identification of a serum and urine extracellular vesicle signature predicting renal outcome after kidney transplant / Burrello, Jacopo; Monticone, Silvia; Burrello, Alessio; Bolis, Sara; Cristalli, Carlotta Pia; Comai, Giorgia; Corradetti, Valeria; Grange, Cristina; Orlando, Giuseppe; Bonafè, Massimiliano; La Manna, Gaetano; Barile, Lucio; Bussolati, Benedetta. - In: NEPHROLOGY DIALYSIS TRANSPLANTATION. - ISSN 0931-0509. - 38:3(2023), pp. 764-777. [10.1093/ndt/gfac259] | 1-gen-2023 | Burrello, Alessio + | 20 - post.pdf; 20 - pre.pdf |
| Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge / Risso, Matteo; Burrello, Alessio; Conti, Francesco; Lamberti, Lorenzo; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - 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 |
| Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference / Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - 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, Alessio; JAHIER PAGLIARI, Daniele; Maria Rapa, Pierangelo; Semilia, Matilde; Risso, Matteo; Polonelli, Tommaso; Poncino, Massimo; Benini, Luca; Benatti, Simone. - 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 |
| Exploring Scalable, Distributed Real-Time Anomaly Detection for Bridge Health Monitoring / Moallemi, Amirhossein; Burrello, Alessio; Brunelli, Davide; Benini, Luca. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 9:18(2022), pp. 17660-17674. [10.1109/jiot.2022.3157532] | 1-gen-2022 | Alessio Burrello + | 2203.02380.pdf |
| Fully Onboard AI-Powered Human-Drone Pose Estimation on Ultralow-Power Autonomous Flying Nano-UAVs / Palossi, D; Zimmerman, N; Burrello, A; Conti, F; Muller, H; Gambardella, Lm; Benini, L; Giusti, A; Guzzi, J. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 9:3(2022), pp. 1913-1929. [10.1109/JIOT.2021.3091643] | 1-gen-2022 | Burrello, A + | IoTJ_________PULP_Frontnet.pdf; Fully_Onboard_AI-Powered_Human-Drone_Pose_Estimation_on_Ultralow-Power_Autonomous_Flying_Nano-UAVs.pdf |
| Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks / Daghero, Francesco; Burrello, Alessio; Xie, Chen; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele. - In: ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS. - ISSN 1539-9087. - ELETTRONICO. - 21:4(2022), pp. 1-28. [10.1145/3542819] | 1-gen-2022 | Daghero, FrancescoBurrello, AlessioXie, ChenCalimera, AndreaMacii, EnricoPoncino, MassimoJahier Pagliari, Daniele + | Human-Activity-Recognition-on-Microcontrollers-with-Quantized-and-Adaptive-Deep-Neural-Networks-POSTPRINT.pdf; Human-Activity-Recognition-on-Microcontrollers-with-Quantized-and-Adaptive-Deep-Neural-Networks.pdf |
| Machine learning applied to ambulatory blood pressure monitoring: a new tool to diagnose autonomic failure? / Vallelonga, Fabrizio; Sobrero, G; Merola, A; Valente, M; Giudici, M; Di Stefano, C; Milazzo, V; Burrello, J; Burrello, A; Veglio, F; Romagnolo, A; Maule, S. - In: JOURNAL OF NEUROLOGY. - ISSN 0340-5354. - 269:7(2022), pp. 3833-3840. [10.1007/s00415-022-11020-2] | 1-gen-2022 | Burrello, A + | 415_2022_Article_11020.pdf; Manuscript.pdf |