Full Professor (L. 240)
Department of Control and Computer Engineering (DAUIN)
- Member of Interdepartmental Center SmartData@PoliTO - Big Data and Data Science Laboratory
Profile
Keywords
Scientific branch
(Area 0009 - Industrial and information engineering)
Skills
ERC sectors
SDG
Teaching
Collegi of the PhD programmes
- INGEGNERIA INFORMATICA E DEI SISTEMI, 2024/2025 (40. ciclo)
Politecnico di TORINO - INGEGNERIA INFORMATICA E DEI SISTEMI, 2023/2024 (39. ciclo)
Politecnico di TORINO - INGEGNERIA INFORMATICA E DEI SISTEMI, 2022/2023 (38. ciclo)
Politecnico di TORINO - INGEGNERIA INFORMATICA E DEI SISTEMI, 2021/2022 (37. ciclo)
Politecnico di TORINO - INGEGNERIA INFORMATICA E DEI SISTEMI, 2020/2021 (36. ciclo)
Politecnico di TORINO - INGEGNERIA INFORMATICA E DEI SISTEMI, 2019/2020 (35. ciclo)
Politecnico di TORINO
Collegi of the degree programmes
Teachings
PhD
- High-Level Synthesis. A.A. 2024/25, INGEGNERIA INFORMATICA E DEI SISTEMI. Teaching assistant
Master of Science
- Synthesis and optimization of digital systems. A.A. 2026/27, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
- Synthesis and optimization of digital systems. A.A. 2025/26, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
- Efficient Computing for Artificial Intelligence. A.A. 2025/26, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
- Machine learning for IOT. A.A. 2024/25, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
- Synthesis and optimization of digital systems. A.A. 2024/25, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
- Machine learning for IOT. A.A. 2023/24, DATA SCIENCE AND ENGINEERING. Titolare del corso
- Synthesis and optimization of digital systems. A.A. 2023/24, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
- Machine learning for IOT. A.A. 2022/23, DATA SCIENCE AND ENGINEERING. Titolare del corso
- Synthesis and optimization of digital systems. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
- Machine learning for IOT. A.A. 2021/22, DATA SCIENCE AND ENGINEERING. Titolare del corso
- Synthesis and optimization of digital systems. A.A. 2021/22, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
- Machine learning for IOT. A.A. 2020/21, DATA SCIENCE AND ENGINEERING. Titolare del corso
- Synthesis and optimization of digital systems. A.A. 2020/21, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
Bachelor of Science
- Informatica. A.A. 2025/26, INGEGNERIA AEROSPAZIALE. Titolare del corso
- Informatica. A.A. 2024/25, INGEGNERIA AEROSPAZIALE. Titolare del corso
- Informatica. A.A. 2023/24, INGEGNERIA INFORMATICA. Titolare del corso
- Informatica. A.A. 2022/23, INGEGNERIA INFORMATICA. Titolare del corso
- Informatica. A.A. 2021/22, INGEGNERIA AEROSPAZIALE. Titolare del corso
- Informatica. A.A. 2020/21, INGEGNERIA AEROSPAZIALE. Titolare del corso
Research
Research groups
Research projects
Projects funded by competitive calls
- SENSEI - Sensemaking for Scalable IoT Platforms with In-Situ Data-Analytics: A Software-to-Silicon Solution for Energy-Efficient Machine-Learning on Chip, (2017-2019) - Responsabile Scientifico
Corporate-funded and donor-funded research
Projects funded by commercial contracts
- Sviluppo di strumenti di progettazione automatica per tecnologie di intelligenza artificiale su dispositivi mobili embedded ad alta efficienza energetica, (2020-2022) - Responsabile Scientifico
Participation in expenses for research activity
Supervised PhD students
- Erich Malan. Programme in Ingegneria Informatica E Dei Sistemi (38th cycle, 2022-in progress)
Thesis: Distributed and Federated Learning over IoT networks
Computer architectures and Computer aided design - Chen Xie. Programme in Ingegneria Informatica E Dei Sistemi (36th cycle, 2020-2024)
Thesis: Synthesis of Smart & Intelligent Sensors
Computer architectures and Computer aided design Software engineering and Mobile computing
Publications
Latest publications View all publications in Porto@Iris
- Peluso, Valentino; Calimera, Andrea; Macii, Enrico; Montuschi, Paolo (2026)
Runtime Feature Compression for Adaptive Keyword Spotting on Embedded Systems. In: IEEE INTERNET OF THINGS JOURNAL, pp. 1-1. ISSN 2327-4662
Contributo su Rivista - Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico (2026)
FedAGF: Adaptive Concurrency via Gradient Feedback for Mitigating Extreme Label Skew in Budget-Constrained Federated Learning. In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS, pp. 1-14. ISSN 1549-8328
Contributo su Rivista - Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico (2025)
Gradient-Aware Participation for Energy Reduction in Federated Learning with Extreme Label Skew. In: International Joint Conference on Neural Networks (IJCNN), Rome (ITA), June 30-July 5, 2025. ISBN: 979-8-3315-1042-8
Contributo in Atti di Convegno (Proceeding) - Malan, Erich; De Vizia, Claudia; Castangia, Marco; Peluso, Valentino; Calimera, Andrea; ... (2025)
Privacy-Preserving Federated Learning for Household Characteristic Identification. In: 2025 IEEE 49th Annual Computers, Software, and Applications Conference (COMPSAC), Toronto ON (CAN), 08-11 July 2025, pp. 2040-2045. ISBN: 979-8-3315-7434-5
Contributo in Atti di Convegno (Proceeding) - Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico (2025)
Adaptive Client Participation in Budget-Constrained Federated Learning with Extreme Label Skew. In: 2025 23rd IEEE Interregional NEWCAS Conference (NEWCAS), Paris (FRA), 22-25 June 2025, pp. 15-19. ISBN: 979-8-3315-3256-7
Contributo in Atti di Convegno (Proceeding)
Knowledge Valorisation
Technology transfer
- Stima di profondità a ridotto consumo di potenza, e altri segnali da singola immagine. national and international Patent
Inventors: Andrea Calimera Antonio Cipolletta Valentino Peluso