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Hao-Ran Li

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Preprint Sep 2026

When Ambiguity Meets Atypicality: Dual-Perspective Test Input Prioritization for DNNs

While Deep Neural Networks (DNNs) have achieved remarkable progress in cutting-edge domains, their inherent brittleness has become a growing concern. To ensure the reliability and safety of DNN-enabled software, DNN testing has emerged as an indispensable practice. Within this context, test input prioritization is esse...

Hao-Ran Li, Shi-Hai Wang, Bin Liu et al. · 0 citations

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