Web: http://arxiv.org/abs/2209.10381

Sept. 22, 2022, 1:11 a.m. | Xuhong Ren, Jianlang Chen, Felix Juefei-Xu, Wanli Xue, Qing Guo, Lei Ma, Jianjun Zhao, Shengyong Chen

cs.LG updates on arXiv.org arxiv.org

Network architecture search (NAS), in particular the differentiable
architecture search (DARTS) method, has shown a great power to learn excellent
model architectures on the specific dataset of interest. In contrast to using a
fixed dataset, in this work, we focus on a different but important scenario for
NAS: how to refine a deployed network's model architecture to enhance its
robustness with the guidance of a few collected and misclassified examples that
are degraded by some real-world unknown corruptions having a …

arxiv failure network robustness set

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