Alessio Burrello

ERC sectors

SDG

• Collegio di Ingegneria Elettronica, delle Telecomunicazioni e Fisica. Componente invitato

PhD

• Optimized Execution of Neural Networks at the Edge and Neuromorphic Computing Systems. A.A. 2024/25, INGEGNERIA INFORMATICA E DEI SISTEMI. Teaching assistant
• Optimized execution of neural networks at the edge. A.A. 2023/24, INGEGNERIA INFORMATICA E DEI SISTEMI. Teaching assistant
• Optimized execution of neural networks at the edge. A.A. 2022/23, INGEGNERIA INFORMATICA E DEI SISTEMI. Teaching assistant

Master of Science

• Programming techniques. A.A. 2024/25, AGRITECH ENGINEERING. Titolare del corso
• Programming techniques. A.A. 2023/24, AGRITECH ENGINEERING. Collaboratore del corso

Bachelor of Science

• Informatica. A.A. 2024/25, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
• Informatica. A.A. 2023/24, INGEGNERIA GESTIONALE. Collaboratore del corso

• Javier Jesus Poveda Rodrigo. Programme in Intelligenza Artificiale (40^th cycle, 2024-in progress)

• Wiese, Philip; I?slamoglu, Gamze; Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; ... (2025)
  Toward Attention-based TinyML: A Heterogeneous Accelerated Architecture and Automated Deployment Flow. In: IEEE DESIGN & TEST, pp. 1-7. ISSN 2168-2356
  Contributo su Rivista
• Jung, Victor J. B.; Burrello, Alessio; Scherer, Moritz; Conti, Francesco; Benini, Luca (2024)
  Optimizing the Deployment of Tiny Transformers on Low-Power MCUs. In: IEEE TRANSACTIONS ON COMPUTERS, pp. 1-14. ISSN 0018-9340
  Contributo su Rivista
• Burrello, Jacopo; Goi, Jessica; Burrello, Alessio; Vacchi, Elena; Rendon-Angel, Azucena; ... (2024)
  Age- and sex-related variations in extracellular vesicle profiling for the assessment of cardiovascular risk: the EVaging index. In: NPJ AGING, vol. 10, pp. 1-13. ISSN 2731-6068
  Contributo su Rivista
• Potocnik, Viviane; Colagrande, Luca; Fischer, Tim; Bertaccini, Luca; Pagliari, Daniele ... (2024)
  Optimizing Foundation Model Inference on a Many-Tiny-Core Open-Source RISC-V Platform. In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR ARTIFICIAL INTELLIGENCE, vol. 1, pp. 37-52. ISSN 2996-6647
  Contributo su Rivista
• Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Wiese, Philip; Bompani, Luca; ... (2024)
  Deeploy: Enabling Energy-Efficient Deployment of Small Language Models on Heterogeneous Microcontrollers. In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, vol. 43, pp. 4009-4020. ISSN 0278-0070
  Contributo su Rivista
• Rapa, Pierangelo Maria; Orlandi, Mattia; Amidei, Andrea; Burrello, Alessio; Rabbeni, ... (2024)
  Driving Towards Safety: Online PPG-based Drowsiness Detection with TCNs. In: 6th IEEE International Conference on AI Circuits and Systems, AICAS 2024, Abu Dhabi (ARE), 22-25 April 2024, pp. 124-128. ISBN: 979-8-3503-8363-8
  Contributo in Atti di Convegno (Proceeding)
• Busia, Paola; Cossettini, Andrea; Ingolfsson, Thorir Mar; Benatti, Simone; Burrello, ... (2024)
  Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs. In: IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS, vol. 18, pp. 608-621. ISSN 1932-4545
  Contributo su Rivista
• Benfenati, Luca; Mar Ingolfsson, Thorir; Cossettini, Andrea; Jahier Pagliari, Daniele; ... (2024)
  BISeizuRe: BERT-Inspired Seizure Data Representation to Improve Epilepsy Monitoring. In: 2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Orlando (USA), 15-19 July 2024. ISBN: 979-8-3503-7149-9
  Contributo in Atti di Convegno (Proceeding)
• Motetti, Beatrice Alessandra; Risso, Matteo; Burrello, Alessio; Macii, Enrico; Poncino, ... (2024)
  Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks. In: IEEE TRANSACTIONS ON COMPUTERS, vol. 73, pp. 2619-2633. ISSN 0018-9340
  Contributo su Rivista
• Daghero, Francesco; Burrello, Alessio; Macii, Enrico; Montuschi, Paolo; Poncino, ... (2024)
  Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes. In: IEEE INTERNET OF THINGS JOURNAL, vol. 11, pp. 742-757. ISSN 2327-4662
  Contributo su Rivista
• Burrello, Alessio; Risso, Matteo; Motetti, BEATRICE ALESSANDRA; Macii, Enrico; Benini, ... (2024)
  Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices. In: IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING, vol. 12, pp. 780-794. ISSN 2168-6750
  Contributo su Rivista
• Burrello, Alessio; Carlucci, Francesco; Pollo, Giovanni; Wang, Xiaying; Poncino, ... (2024)
  Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables. In: Biomedical Circuits and Systems Conference (BIOCAS) 2024, Xi'an (CHN), 24-26 October 2024, pp. 1-5. ISBN: 979-8-3503-5495-9
  Contributo in Atti di Convegno (Proceeding)
• Carpentieri, Nicolò; Sapriza, Juan; Schiavone, Davide; JAHIER PAGLIARI, Daniele; ... (2024)
  Performance evaluation of acceleration of convolutional layers on OpenEdgeCGRA. In: CF '24: 21st ACM International Conference on Computing Frontiers, Ischia (ITA), May 7 - 9, 2024, pp. 67-70. ISBN: 979-8-4007-0492-5
  Contributo in Atti di Convegno (Proceeding)
• Risso, M.; Xie, C.; Daghero, F.; Burrello, A.; Mollaei, S.; Castellano, M.; Macii, E.; ... (2024)
  HW-SW Optimization of DNNs for Privacy-Preserving People Counting on Low-Resolution Infrared Arrays. In: Design, Automation and Test in Europe Conference and Exhibition, DATE 2024, Valencia (ESP), 25-27 March 2024, pp. 1-6. ISSN 1530-1591. ISBN: 978-3-9819263-8-5
  Contributo in Atti di Convegno (Proceeding)
• Motetti, Beatrice Alessandra; Crupi, Luca; Elshaigi, Mustafa Omer Mohammed Elamin; ... (2024)
  Adaptive Deep Learning for Efficient Visual Pose Estimation Aboard Ultra-Low-Power Nano-Drones. In: Design, Automation and Test in Europe Conference, 2024, Valencia (ESP), 25-27 March 2024, pp. 1-6. ISSN 1530-1591. ISBN: 978-3-9819263-8-5
  Contributo in Atti di Convegno (Proceeding)
• Hamdi, MOHAMED AMINE; Pollo, Giovanni; Risso, Matteo; Haugou, Germain; Burrello, ... (2024)
  Integrating SystemC-AMS power modeling with a RISC-V ISS for virtual prototyping of battery-operated embedded devices. In: Computing Frontiers Open-Source Hardware Workshop, Ischia (ITA), May 7 - 9, 2024, pp. 51-54. ISBN: 979-8-4007-0492-5
  Contributo in Atti di Convegno (Proceeding)