no code implementations • 10 May 2020 • Behzad Salami, Osman Unsal, Adrian Cristal
Based on the characterization of these undervolting faults, we propose fault mitigation techniques that can effectively improve the resilience behavior of such accelerator.
no code implementations • 26 Dec 2019 • Kamyar Givaki, Behzad Salami, Reza Hojabr, S. M. Reza Tayaranian, Ahmad Khonsari, Dara Rahmati, Saeid Gorgin, Adrian Cristal, Osman S. Unsal
This paper experimentally evaluates the resilience of the training phase of DNNs in the presence of voltage underscaling related faults of FPGAs, especially in on-chip memories.
no code implementations • 14 Jun 2018 • Behzad Salami, Osman Unsal, Adrian Cristal
Machine Learning (ML) is making a strong resurgence in tune with the massive generation of unstructured data which in turn requires massive computational resources.
