Search Results for author: Konstantinos Parasyris

Found 4 papers, 2 papers with code

Adversarial Robustness Limits via Scaling-Law and Human-Alignment Studies

no code implementations14 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.

Adversarial Robustness

DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training

1 code implementation3 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.

Adversarial Defense Computational Efficiency +1

Hardware Versus Software Fault Injection of Modern Undervolted SRAMs

2 code implementations30 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

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