Giuseppe Esposito

Ph.D. candidate in Ingegneria Informatica E Dei Sistemi , 39^th cycle (2023-2026)
Department of Control and Computer Engineering (DAUIN)

Docente esterno e/o collaboratore didattico
Department of Control and Computer Engineering (DAUIN)

giuseppe.esposito@polito.it

Profile

PhD

Research topic

New Techniques for Reliability Evaluation and Enhancement of Neural Networks

Tutors

Research interests

Computer architectures and Computer aided design

Data science, Computer vision and AI

Biography

I am Giuseppe Esposito, a Ph.D. student at Politecnico di Torino - DAUIN. I started my academic career at Università degli studi Federico II attending the Management Engineering bachelor degree. Then, I decided to move to Turin to attend the courses of Data Science and Engineering master's degree. During my thesis I have worked on the Reliability assessment of Split Computing Neural Networks with professor Matteo Sonza Reorda and then I decided to continue my academic path with the Ph.D. at DAUIN.

Teaching

Teachings

Master of Science

Computational intelligence. A.A. 2024/25, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso

Research

Research groups

CAD - Electronic CAD & Reliability Group (DAUIN)

Publications

Latest publications View all publications in Porto@Iris

Esposito, G.; Guerrero-Balaguera, J. -D.; Rodriguez Condia, J. E.; Sonza Reorda, M. (2025)
Comparing Application-Level Hardening Techniques for Neural Networks on GPUs. In: ELECTRONICS, vol. 14. ISSN 2079-9292
Contributo su Rivista
Sierra, Robert Limas; Esposito, Giuseppe; Guerrero-Balaguera, Juan-David; Rodriguez ... (2025)
Improving CNN Runtime Robustness Against Soft Errors by Dropout Layer Optimization. In: 2025 IEEE 26th Latin American Test Symposium (LATS), San Andres Islas (COL), 11-14 March 2025, pp. 1-6. ISBN: 978-1-6654-7763-5
Contributo in Atti di Convegno (Proceeding)
Caro-Anzola, Edward-W.; Esposito, Giuseppe; Guerrero-Balaguera, Juan-David; ... (2025)
IoT and Edge Computing: Applications and Reliability Implications. In: 2025 IEEE 26th Latin American Test Symposium (LATS), San Andres Island (COL), 11-14 March 2025, pp. 1-10. ISBN: 978-1-6654-7763-5
Contributo in Atti di Convegno (Proceeding)
Esposito, Giuseppe; Guerrero Balaguera, Juan David; Rodriguez Condia, Josie Esteban; ... (2024)
Evaluating Different Fault Injection Abstractions on the Assessment of DNN SW Hardening Strategies. In: 33rd IEEE Asian Test Symposium (ATS 2024), Ahmedabad, Gujarat (IND), 17th -20th December 2024, pp. 1-6. ISBN: 979-8-3315-2916-1
Contributo in Atti di Convegno (Proceeding)
Chen, Junchao; Esposito, Giuseppe; Fernandes dos Santos, Fernando; Guerrero-Balaguera, ... (2024)
Reliability Assessment of Large DNN Models:Trading Off Performance and Accuracy. In: 2024 IFIP/IEEE 32nd International Conference on Very Large Scale Integration (VLSI-SoC), Tanger (MAR), 06-09 October 2024, pp. 1-10. ISBN: 979-8-3315-3967-2
Contributo in Atti di Convegno (Proceeding)