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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Shi-Hai Wang

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2 papers indexed here

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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
#software testing Open access Sep 2026

SeqRankFL: Sequence-Aware Ranking of LLM-Based Code Representations for Statement-Level Fault Localization

Software reliability is an important part of reliability assurance for complex engineering systems, and timely fault diagnosis supports safe and continuous operation. After a test failure, statement-level fault localization ranks source-code lines for early inspection. Representation-based approaches can operate withou...

D. An, Shi-Hai Wang, Bin Liu et al. · 0 citations

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