Author

Jing Shang

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Open access Oct 2026

Geometry-Aware Risk-Guided Active Learning for Malware Concept Drift Adaptation

Mobile malware evolution induces concept drift, degrading the performance of static supervised detectors. Concept Drift Adaptation with Active Learning (CDA-AL) mitigates this problem by querying informative samples for model updating, but existing methods still face two limitations. First, uncertainty-based selection...

Kai-Lun Wang, Kai-Lun Cao, Yu-Jie Liu et al. · Applied Sciences · 0 citations

Aug 2026

Mask2Keep: Mask-guided information transfer for backdoors resilient to compression-oriented pruning.

Mask2Keep (M2K), an attack-enhancement training framework that improves backdoor robustness under compression-oriented pruning by encouraging the model to encode both task- and backdoor-related information into parameters that are less likely to be removed, is proposed.

Jing Shang, Jian Wang, Kai-Lun Wang et al. · Neural Networks · 0 citations