When Single Event Upset Meets Deep Neural Networks: Observations, Explorations, and Remedies

1 code implementation • 10 Sep 2019 • Zheyu Yan, Yiyu Shi, Wang Liao, Masanori Hashimoto, Xichuan Zhou, Cheng Zhuo

We are then able to analytically explore the weakness of a network and summarize the key findings for the impact of SIPP on different types of bits in a floating point parameter, layer-wise robustness within the same network and impact of network depth.