Alessio Burrello

Settori ERC

SDG

• Collegio di Ingegneria Elettronica, delle Telecomunicazioni e Fisica. Componente
• Collegio di Ingegneria Informatica, del Cinema e Meccatronica. Componente invitato

Dottorato di ricerca

• Optimized execution of neural networks at the edge. A.A. 2025/26, INGEGNERIA INFORMATICA E DEI SISTEMI. Titolare del corso
• Optimized Execution of Neural Networks at the Edge and Neuromorphic Computing Systems. A.A. 2024/25, INGEGNERIA INFORMATICA E DEI SISTEMI. Collaboratore del corso
• Optimized execution of neural networks at the edge. A.A. 2023/24, INGEGNERIA INFORMATICA E DEI SISTEMI. Collaboratore del corso
• Optimized execution of neural networks at the edge. A.A. 2022/23, INGEGNERIA INFORMATICA E DEI SISTEMI. Collaboratore del corso

Corso di laurea magistrale

• Energy management for IoT. A.A. 2025/26, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Programming techniques. A.A. 2025/26, AGRITECH ENGINEERING. Titolare del corso
• Programming techniques. A.A. 2024/25, AGRITECH ENGINEERING. Titolare del corso
• Programming techniques. A.A. 2023/24, AGRITECH ENGINEERING. Collaboratore del corso

Corso di laurea di 1° livello

• Informatica. A.A. 2025/26, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
• Informatica. A.A. 2024/25, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
• Informatica. A.A. 2023/24, INGEGNERIA GESTIONALE. Collaboratore del corso

Progetti finanziati da contratti commerciali

• Efficient active inference deployment, (2025-2026) - Responsabile Scientifico
  Ricerca Commerciale

• Javier Jesus Poveda Rodrigo. Corso in Intelligenza Artificiale (40^o ciclo, 2024-in corso)

• Risso, M.; Burrello, A.; Jahier Pagliari, D. (2025)
  Optimizing DNN Inference on Multi-Accelerator SoCs at Training-time. In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, vol. 44, pp. 3532-3545. ISSN 0278-0070
  Contributo su Rivista
• Pollo, Giovanni; Hamdi, Mohamed Amine; Risso, Matteo; Ruotolo, Lorenzo; Furbatto, ... (2025)
  MEbots: Integrating a RISC-V Virtual Platform with a Robotic Simulator for Energy-aware Design. In: ISLPED 2025 IEEE/ACM International Symposium on Low Power Electronics and Design, Reykjavik (ISL), August 6 - 8, 2025. ISBN: 979-8-3315-2710-5
  Contributo in Atti di Convegno (Proceeding)
• Jung, Victor J. B.; Burrello, Alessio; Scherer, Moritz; Conti, Francesco; Benini, Luca (2025)
  Optimizing the Deployment of Tiny Transformers on Low-Power MCUs. In: IEEE TRANSACTIONS ON COMPUTERS, vol. 74, pp. 526-541. ISSN 0018-9340
  Contributo su Rivista
• Benfenati, Luca; Pagliari, Daniele Jahier; Zanatta, Luca; Velez, Yhorman Alexander ... (2025)
  Foundation Models for Structural Health Monitoring. In: IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, vol. 10, pp. 1103-1115. ISSN 2377-3782
  Contributo su Rivista
• Hamdi, Mohamed Amine; Daghero, Francesco; Maria Sarda, Giuseppe; Van Delm, Josse; ... (2025)
  MATCH: Model-Aware TVM-Based Compilation for Heterogeneous Edge Devices. In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, vol. 44, pp. 3844-3857. ISSN 0278-0070
  Contributo su Rivista
• Benfenati, Luca; Belloni, Sofia; Burrello, Alessio; Kasnesis, Panagiotis; Wang, Xiaying; ... (2025)
  EnhancePPG: Improving PPG-based Heart Rate Estimation with Self-Supervision and Augmentation. In: 2025 IEEE 7th International Conference on Artificial Intelligence Circuits and Systems (AICAS), Bordeaux (FRA), 28-30 April 2025, pp. 1-5. ISBN: 979-8-3315-2424-1
  Contributo in Atti di Convegno (Proceeding)
• Pollo, Giovanni; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Vinco, Sara; ... (2025)
  Coupling Neural Networks and Physics Equations For Li-Ion Battery State-of-Charge Prediction. In: Design, Automation and Test in Europe Conference and Exhibition, Lyon (FRA), 31 March 2025 - 02 April 2025, pp. 1-7. ISBN: 978-3-9826741-0-0
  Contributo in Atti di Convegno (Proceeding)
• Risso, Matteo; Goffi, Alessia; Motetti, BEATRICE ALESSANDRA; Burrello, Alessio; Baptiste ... (2025)
  Building Damage Assessment in Conflict Zones: A Deep Learning Approach Using Geospatial Sub-Meter Resolution Data. In: International Conference on Image Processing, Applications and Systems (IPAS), Lyon (FRA), 09-11 January 2025. ISBN: 979-8-3315-0653-7
  Contributo in Atti di Convegno (Proceeding)
• Poveda Rodrigo, Javier Jesus; Hamdi, Mohamed Amine; Koenig, Cyril; Burrello, Alessio; ... (2025)
  POSTER: V-Seek: Optimizing LLM Reasoning on A Server-Class General-Purpose RISC-V Platform. In: CF '25: 22nd ACM International Conference on Computing Frontiers, Cagliari (ITA), May 28 - 30, 2025, pp. 224-225. ISBN: 979-8-4007-1528-0
  Contributo in Atti di Convegno (Proceeding)
• 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, vol. 42, pp. 63-72. ISSN 2168-2356
  Contributo su Rivista
• Pollo, Giovanni; Albu, Andrei Mihai; Burrello, Alessio; Pagliari, Daniele Jahier; ... (2025)
  Automatic integration of SystemC in the FMI standard for Software-defined Vehicle design. In: Forum on specification & Design Languages (FDL) 2025, St. Goar (DEU), 10-12 September 2025, pp. 1-9. ISBN: 979-8-3315-9379-7
  Contributo in Atti di Convegno (Proceeding)
• Daghero, Francesco; Burrello, Alessio; Poncino, Massimo; Macii, Enrico; Jahier Pagliari, ... (2025)
  Accelerating Depthwise Separable Convolutions on Ultra-Low-Power Devices. In: 24nd International Conference, SAMOS 2024, Samos (GRC), June 29 – July 4, 2024, pp. 46-58. ISSN 0302-9743. ISBN: 9783031783760
  Contributo in Atti di Convegno (Proceeding)