no code implementations • 14 Apr 2024 • Brian R. Bartoldson, James Diffenderfer, Konstantinos Parasyris, Bhavya Kailkhura
However, our scaling laws also predict robustness slowly grows then plateaus at $90$%: dwarfing our new SOTA by scaling is impractical, and perfect robustness is impossible.
1 code implementation • 3 Oct 2023 • Aochuan Chen, Yimeng Zhang, Jinghan Jia, James Diffenderfer, Jiancheng Liu, Konstantinos Parasyris, Yihua Zhang, Zheng Zhang, Bhavya Kailkhura, Sijia Liu
Our extensive experiments show that DeepZero achieves state-of-the-art (SOTA) accuracy on ResNet-20 trained on CIFAR-10, approaching FO training performance for the first time.
no code implementations • 15 Mar 2023 • Giorgis Georgakoudis, Konstantinos Parasyris, Chunhua Liao, David Beckingsale, Todd Gamblin, Bronis de Supinski
To address those challenges, this paper proposes new extensions to OpenMP for autonomous, machine learning-driven adaptation.
2 code implementations • 30 Nov 2019 • Muhammet Abdullah Soyturk, Konstantinos Parasyris, Behzad Salami, Osman Unsal, Gulay Yalcin, Leonardo Bautista Gomez
During our study we corrupt the L1-Dcache of the simulated system and we monitor the behavior of the two types of fault maps on the resiliency of six benchmarks.
Performance Hardware Architecture