no code implementations • 4 May 2020 • Behzad Salami, Erhan Baturay Onural, Ismail Emir Yuksel, Fahrettin Koc, Oguz Ergin, Adrian Cristal Kestelman, Osman S. Unsal, Hamid Sarbazi-Azad, Onur Mutlu
We evaluate the reliability-power trade-off for such accelerators.
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 May 2019 • Gorker Alp Malazgirt, Osman S. Unsal, Adrian Cristal Kestelman
In this paper, we propose TauRieL and target Traveling Salesman Problem (TSP) since it has broad applicability in theoretical and applied sciences.
no code implementations • 29 Mar 2019 • Behzad Salami, Osman S. Unsal, Adrian Cristal Kestelman
In consequence, we achieve 40% of the BRAM power saving through undervolting below the minimum safe voltage level, with a negligible NN accuracy loss, thanks to the substantial fault coverage by the built-in ECC.