Please check our new paper on searching robust architectures against adversarial attacks https://arxiv.org/abs/1911.10695.

TL;DR: We proposed a robust architecture search framework, which leverages one-shot NAS to understand the influence of network architectures against adversarial attacks. Our study revealed several valuable observations on designing robust network architectures.