Vittorio Fra

• AI and neuromorphic computing solutions for industrial and IoT applications

ERC sectors

SDG

• Abilitazione all'esercizio della professione di Ingegnere dell'Informazione - Sezione A (2018-)

• Collegio di Ingegneria Gestionale e della Produzione. Componente invitato
• Collegio di Ingegneria Informatica, del Cinema e Meccatronica. Componente invitato
• Collegio di Pianificazione e Progettazione. 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
• Neuromorphic Computing and Engineering. A.A. 2023/24, INGEGNERIA INFORMATICA E DEI SISTEMI. Teaching assistant
• Neuromorphic Computing and Engineering. A.A. 2022/23, INGEGNERIA INFORMATICA E DEI SISTEMI. Teaching assistant

Master of Science

• Machine learning in applications. A.A. 2024/25, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Applied AI and machine learning. A.A. 2024/25, DIGITAL SKILLS FOR SUSTAINABLE SOCIETAL TRANSITIONS. Collaboratore del corso
• Applied AI and machine learning. A.A. 2023/24, DIGITAL SKILLS FOR SUSTAINABLE SOCIETAL TRANSITIONS. Collaboratore del corso
• Machine learning in applications. A.A. 2023/24, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Applied AI and machine learning. A.A. 2022/23, DIGITAL SKILLS FOR SUSTAINABLE SOCIETAL TRANSITIONS. Collaboratore del corso
• Applied AI and machine learning. A.A. 2021/22, DIGITAL SKILLS FOR SUSTAINABLE SOCIETAL TRANSITIONS. Collaboratore del corso

Bachelor of Science

• 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
• Fisica I. A.A. 2021/22, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
• Fisica I. A.A. 2020/21, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
• Fisica I. A.A. 2019/20, INGEGNERIA AEROSPAZIALE. Collaboratore del corso

• Filippo Aisa. Programme in Ingegneria Elettrica, Elettronica E Delle Comunicazioni (40^th cycle, 2024-in progress)

• Fra, Vittorio; Pignata, Andrea; Pignari, Riccardo; Macii, Enrico; Urgese, Gianvito (2025)
  Neu-BrAuER: a neuromorphic Braille letters audio-reader for commercial edge devices. In: ECML PKDD 2023 - "Deep learning meets neuromorphic hardware" workshop, Torino, 18-22.09.2023, pp. 51-60. ISSN 1865-0937. ISBN: 978-3-031-74643-7
  Contributo in Atti di Convegno (Proceeding)
• Pignari, Riccardo; Fra, Vittorio; Macii, Enrico; Urgese, Gianvito (2025)
  Efficient solution validation of constraint satisfaction problems on neuromorphic hardware: the case of Sudoku puzzles. In: IEEE TRANSACTIONS ON ARTIFICIAL INTELLIGENCE. ISSN 2691-4581
  Contributo su Rivista
• Yik, Jason; Van den Berghe, Korneel; den Blanken, Douwe; Bouhadjar, Younes; Fabre, ... (2025)
  The neurobench framework for benchmarking neuromorphic computing algorithms and systems. In: NATURE COMMUNICATIONS, vol. 16, pp. 1-24. ISSN 2041-1723
  Contributo su Rivista
• Fra, Vittorio; Leto, Benedetto; Pignata, Andrea; Macii, Enrico; Urgese, Gianvito (2024)
  Natively Neuromorphic LMU Architecture for Encoding-Free SNN-Based HAR on Commercial Edge Devices. In: 33 rd International Conference on Artificial Neural Networks, Lugano (CH), September 17–20, 2024, pp. 377-391. ISSN 0302-9743. ISBN: 9783031723582
  Contributo in Atti di Convegno (Proceeding)
• Pedersen, Jens E.; Abreu, Steven; Jobst, Matthias; Lenz, Gregor; Fra, Vittorio; Bauer, ... (2024)
  Neuromorphic intermediate representation: A unified instruction set for interoperable brain-inspired computing. In: NATURE COMMUNICATIONS, vol. 15, pp. 1-15. ISSN 2041-1723
  Contributo su Rivista
• Pignata, Andrea; Fra, Vittorio; Macii, Enrico; Urgese, Gianvito (2024)
  A Time-synchronized Framework for Bluetooth Low Energy Wireless Sensor Networks. In: 18th IEEE International Conference Application of Information and Communication Technologies, Turin (IT), 25-27 September 2024. ISBN: 979-8-3503-8753-7
  Contributo in Atti di Convegno (Proceeding)
• Müller-Cleve, Simon F.; Quintana, Fernando M.; Fra, Vittorio; Galindo, Pedro L.; ... (2024)
  WiN-GUI: A graphical tool for neuron-based encoding. In: SOFTWAREX, vol. 27, pp. 1-6. ISSN 2352-7110
  Contributo su Rivista
• Barocci, Michelangelo; Fra, Vittorio; Macii, Enrico; Urgese, Gianvito (2023)
  Review of open neuromorphic architectures and a first integration in the RISC-V PULP platform. In: 16th IEEE International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC-2023), Singapore, December 18-21, 2023, pp. 470-477. ISBN: 979-8-3503-9361-3
  Contributo in Atti di Convegno (Proceeding)
• Gallego Gomez, Walter; Pignata, Andrea; Pignari, Riccardo; Fra, Vittorio; Macii, Enrico; ... (2023)
  First steps towards micro-benchmarking the Lava-Loihi neuromorphic ecosystem. In: 16th IEEE International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC-2023), Singapore, December 18-21, 2023, pp. 462-469. ISBN: 979-8-3503-9361-3
  Contributo in Atti di Convegno (Proceeding)
• Fra, Vittorio; Forno, Evelina; Pignari, Riccardo; Stewart, Terrence; Macii, Enrico; ... (2022)
  Human activity recognition: suitability of a neuromorphic approach for on-edge AIoT applications. In: NEUROMORPHIC COMPUTING AND ENGINEERING, vol. 2, pp. 1-14. ISSN 2634-4386
  Contributo su Rivista
• Forno, Evelina; Fra, Vittorio; Arisoy, Mert Dogan; Zhou, Chenghan; Ferraris, Andrea ... (2022)
  Smart Traffic Light Control on Edge in IOT-Regulated Intersections. In: IASTEM 1334th International Conference on Recent Advances in Engineering and Technology, Los Angeles (USA), 18th - 19th July 2022, pp. 23-28
  Contributo in Atti di Convegno (Proceeding)
• Müller-Cleve, Simon F; Fra, Vittorio; Khacef, Lyes; Pequeño-Zurro, Alejandro; Klepatsch, ... (2022)
  Braille letter reading: A benchmark for spatio-temporal pattern recognition on neuromorphic hardware. In: FRONTIERS IN NEUROSCIENCE, vol. 16, pp. 1-21. ISSN 1662-453X
  Contributo su Rivista
• Forno, Evelina; Fra, Vittorio; Pignari, Riccardo; Macii, Enrico; Urgese, Gianvito (2022)
  Spike encoding techniques for IoT time-varying signals benchmarked on a neuromorphic classification task. In: FRONTIERS IN NEUROSCIENCE, vol. 16, pp. 1-20. ISSN 1662-453X
  Contributo su Rivista