Fixed-term assistant professor
Department of Control and Computer Engineering (DAUIN)
Profile
Research interests
Scientific branch
(Area 0009 - Industrial and information engineering)
Teaching
Collegi of the degree programmes
- Collegio di Ingegneria Informatica, del Cinema e Meccatronica. Componente invitato
- Collegio di Ingegneria Meccanica, Aerospaziale e dell'Autoveicolo. Componente invitato
Teachings
PhD
- Artificial Intelligence Safety. A.A. 2024/25, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
- Artificial Intelligence Safety. A.A. 2023/24, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
Master of Science
- Architetture dei sistemi di elaborazione. A.A. 2024/25, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Architetture dei sistemi di elaborazione. A.A. 2023/24, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Architetture dei sistemi di elaborazione. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Architetture dei sistemi di elaborazione. A.A. 2021/22, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Testing and fault tolerance. A.A. 2020/21, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Testing and fault tolerance. A.A. 2019/20, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
Bachelor of Science
- Informatica. A.A. 2024/25, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
- Computer sciences. A.A. 2020/21, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Collaboratore del corso
- Computer sciences. A.A. 2019/20, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Collaboratore del corso
Research
Research projects
Projects funded by commercial contracts
- Colored NVM bitmap and repair integration with statistical evaluation in production for Aurix3G product family, (2023-2024) - Responsabile Scientifico
Commercial Research
Supervised PhD students
- Antonio Porsia. Programme in Ingegneria Informatica E Dei Sistemi (39th cycle, 2023-in progress)
- Vittorio Turco. Programme in Ingegneria Informatica E Dei Sistemi (39th cycle, 2023-in progress)
Research subject: Development of reliability techniques for AI-powered systems to detect hardware faults in safety-critical domains.
Controls and system engineering Controls and system engineering
Publications
PoliTO co-authors
Last years publications
Publications by type
Latest publications View all publications in Porto@Iris
- Bellarmino, Nicolo; Bosio, Alberto; Cantoro, Riccardo; Ruospo, Annachiara; Sanchez, ... (In stampa)
Investigating on Gradient Regularization for Testing Neural Networks. In: 10th International Conference on machine Learning, Optimization and Data science (LOD 2024), Riva del Sole Resort & SPA, Castiglione della Pescaia (Grosseto), Tuscany, Italy, September 22 – 25, 2024. ISSN 0302-9743
Contributo in Atti di Convegno (Proceeding) - Porsia, Antonio; Ruospo, Annachiara; Sanchez, Ernesto (In stampa)
AI Eye Charts: measuring the visual acuity of Neural Networks with test images. In: IEEE 2nd International conference on Design, Test & Technology of Integrated Systems, Aix-en-Provence (FR), 14-16 October 2024
Contributo in Atti di Convegno (Proceeding) - Turco, V.; Ruospo, A.; Sanchez, E.; Sonza Reorda, M. (2024)
Early Detection of Permanent Faults in DNNs Through the Application of Tensor-Related Metrics. In: 2024 27th International Symposium on Design & Diagnostics of Electronic Circuits & Systems (DDECS), Kielce (POL), 03-05 April 2024, pp. 13-18. ISSN 2334-3133. ISBN: 979-8-3503-5934-3
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) - Traiola, Marcello; Pappalardo, Salvatore; Piri, Ali; Ruospo, Annachiara; Deveautour, ... (2024)
Approximate Fault-Tolerant Neural Network Systems. In: IEEE European Test Symposium (ETS) 2024, Der Haag (NL), 20-24 May 2024, pp. 1-10. ISBN: 979-8-3503-4932-0
Contributo in Atti di Convegno (Proceeding) - Porsia, Antonio; Ruospo, Annachiara; Sanchez, Ernesto (2024)
Model theft attack against a tinyML application running on an Ultra-Low-Power Open-Source SoC. In: 21st ACM International Conference on Computing Frontiers Workshops and Special Sessions (CF '24 Companion), Ischia (IT), 07-09/05/2024, pp. 63-66. ISBN: 9798400704925
Contributo in Atti di Convegno (Proceeding) - Bosio, Alberto; Gomes, Mauricio; Pavanello, Fabio; Porsia, Antonio; Ruospo, Annachiara; ... (2024)
Resiliency approaches in Convolutional, Photonic, and Spiking Neural Networks. In: 2024 IEEE 25th Latin American Test Symposium (LATS), Maceió (BRA), 09-12 April 2024, pp. 1-10. ISBN: 9798350365559
Contributo in Atti di Convegno (Proceeding) - Gavarini, G.; Ruospo, A.; Sanchez, E. (2023)
On the resilience of representative and novel data formats in CNNs. In: International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems, Juan-Les-Pins (FR), 03-05 October 2023. ISBN: 979-8-3503-1500-4
Contributo in Atti di Convegno (Proceeding) - Gavarini, G; Ruospo, A; Sanchez, E (2023)
SCI-FI: a Smart, aCcurate and unIntrusive Fault-Injector for Deep Neural Networks. In: 2023 IEEE European Test Symposium (ETS), Venice (Italy), 22-26 May 2023, pp. 1-6. ISBN: 979-8-3503-3634-4
Contributo in Atti di Convegno (Proceeding) - Ahmadilivani, Mh; Barbareschi, M; Barone, S; Bosio, A; Daneshtalab, M; Della Torca, S; ... (2023)
Special Session: Approximation and Fault Resiliency of DNN Accelerators. In: 2023 IEEE 41st VLSI Test Symposium (VTS), San Diego (USA), 24-26 April 2023, pp. 1-10. ISBN: 979-8-3503-4630-5
Contributo in Atti di Convegno (Proceeding)
Society and Enterprise
Patents and other intellectual properties
- A Shannon-Hartley-Based Approach To Measure The Criticality Of Synaptic Weights. international Patent
Inventors: Annachiara Ruospo Edgar Ernesto Sanchez Sanchez