Author

Bin Liu

3 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

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. · Mathematics · 0 citations

Conference Aug 2026

A GNN-based vulnerability explanation method with learnable edge-type weights

With the in-depth advancement of hardware-software integration in smart cities and industrial systems, cybersecurity vulnerability threats have become increasingly severe. Graph Neural Network (GNN)-based vulnerability detection technologies have been widely adopted due to their efficient modeling capabilities for code...

Yu Liu, Bin Liu, Shihai Wang et al. · International Conference on... · 0 citations