Alessio Carpegna

Thesis title

Energy-Efficient Neuromorphic Hardware. Design and Optimization of Brain-Inspired Computing Paradigms for Spiking Neural Networks

Tutors

• Stefano Di Carlo
• Alessandro Savino

Master of Science

• Computer architectures and operating systems. A.A. 2024/25, CYBERSECURITY. Collaboratore del corso
• Operating systems for embedded systems. A.A. 2024/25, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Operating systems for embedded systems. A.A. 2023/24, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Operating systems. A.A. 2022/23, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
• Operating systems for embedded systems. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso

• SMILIES - reSilient coMputer archItectures and LIfE Sciences (DAUIN)

• Carpegna, Alessio; De Luca, Chiara; Pozzi, Federico Emanuele; Savino, Alessandro; Di ... (2024)
  Neuromorphic Heart Rate Monitors: Neural State Machines for Monotonic Change Detection. In: 2024 IEEE Biomedical Circuits and Systems Conference (BioCAS), Xi'an (CHN), 24-26 October 2024, pp. 1-5. ISBN: 979-8-3503-5495-9
  Contributo in Atti di Convegno (Proceeding)
• Carpegna, Alessio; Savino, Alessandro; Di Carlo, Stefano (2024)
  Spiker+: a framework for the generation of efficient Spiking Neural Networks FPGA accelerators for inference at the edge. In: IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING, pp. 1-15. ISSN 2168-6750
  Contributo su Rivista
• Saeedi, Sepide; Carpegna, Alessio; Savino, Alessandro; DI CARLO, Stefano (2024)
  Fast Exploration of the Impact of Precision Reduction on Spiking Neural Networks. In: 2024 IEEE International Conference on Design, Test and Technology of Integrated Systems (DTTIS), Aix-EN-PROVENCE, France, 14-16 October 2024, pp. 1-6. ISBN: 979-8-3503-6312-8
  Contributo in Atti di Convegno (Proceeding)
• Dequino, Alberto; Carpegna, Alessio; Nadalini, Davide; Savino, Alessandro; Benini, Luca; ... (2024)
  Compressed Latent Replays for Lightweight Continual Learning on Spiking Neural Networks. In: 2024 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), Knoxville, TN (USA), 01-03 July 2024, pp. 240-245. ISBN: 979-8-3503-5411-9
  Contributo in Atti di Convegno (Proceeding)
• Gögebakan, Anil Bayram; Magliano, Enrico; Carpegna, Alessio; Ruospo, Annachiara; Savino, ... (2024)
  SpikingJET: Enhancing Fault Injection for Fully and Convolutional Spiking Neural Networks. In: 2024 IEEE 30th International Symposium on On-Line Testing and Robust System Design (IOLTS), Rennes (FRA), 03-05 July 2024, pp. 1-7. ISSN 1942-9401. ISBN: 979-8-3503-7055-3
  Contributo in Atti di Convegno (Proceeding)