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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Bin Liu

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3 papers indexed here

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Book Open access Sep 2026

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

Experimental results demonstrate that DuFP effectively and efficiently prioritizes fault-inducing inputs and outperforms state-of-the-art approaches on prioritization and selection tasks across image and text datasets under clean, corrupted, and adversarial scenarios.

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
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. · 0 citations

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