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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

Yu Liu

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2 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
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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