Resilience of Deep Learning applications: a systematic literature review of analysis and hardening techniques

no code implementations • 27 Sep 2023 • Cristiana Bolchini, Luca Cassano, Antonio Miele

Machine Learning (ML) is currently being exploited in numerous applications being one of the most effective Artificial Intelligence (AI) technologies, used in diverse fields, such as vision, autonomous systems, and alike.

Fast and Accurate Error Simulation for CNNs against Soft Errors

no code implementations • 4 Jun 2022 • Cristiana Bolchini, Luca Cassano, Antonio Miele, Alessandro Toschi

We compared our methodology against SASSIFI for the accuracy of functional error simulation w. r. t.