• Collegio di Ingegneria Informatica, del Cinema e Meccatronica. Componente invitato

Corso di laurea magistrale

• Machine learning for IOT. A.A. 2020/21, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
• Machine learning for IOT. A.A. 2021/22, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
• Machine learning for IOT. A.A. 2022/23, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
• Machine learning for IOT. A.A. 2023/24, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
• Synthesis and optimization of digital systems. A.A. 2017/18, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Synthesis and optimization of digital systems. A.A. 2021/22, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Synthesis and optimization of digital systems. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Synthesis and optimization of digital systems. A.A. 2023/24, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso

• Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico (2023)
  Enabling DVFS Side-Channel Attacks for Neural Network Fingerprinting in Edge Inference Services. In: International Symposium on Low Power Electronics and Design, Vienna (AUT), 07-08 August 2023, pp. 1-6. ISBN: 979-8-3503-1175-4
  Contributo in Atti di Convegno (Proceeding)
• Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico; Montuschi, Paolo (2023)
  Automatic Layer Freezing for Communication Efficiency in Cross-Device Federated Learning. In: IEEE INTERNET OF THINGS JOURNAL. ISSN 2327-4662
  Contributo su Rivista
• Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico (2023)
  Communication-Efficient Federated Learning with Gradual Layer Freezing. In: IEEE EMBEDDED SYSTEMS LETTERS, vol. 15, pp. 25-28. ISSN 1943-0663
  Contributo su Rivista
• Mocerino, L; Rizzo, Rg; Peluso, V; Calimera, A; Macii, E (2022)
  On the Efficiency of AdapTTA: An Adaptive Test-Time Augmentation Strategy for Reliable Embedded ConvNets. In: VLSI-SoC: Technology Advancement on SoC Design / Grimblatt V., Hong Chang C., Reis R., Chattopadhyay A., Calimera A., Cham, Switzerland, SPRINGER INTERNATIONAL PUBLISHING AG, pp. 1-23. ISBN: 978-3-031-16817-8
  Contributo in Volume
• Peluso, V.; Macii, E.; Calimera, A. (2020)
  Optimization Tools for ConvNets on the Edge. In: 28th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SOC 2020, Salt Lake City, UT, USA, 2020, pp. 204-205. ISBN: 978-1-7281-5409-1
  Contributo in Atti di Convegno (Proceeding)

• Stima di profondità a ridotto consumo di potenza, e altri segnali da singola immagine. Brevetto nazionale e internazionale
  Inventori: Andrea Calimera Valentino Peluso