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Liangcai Su

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Book Open access Oct 2026

LiteScope: Revealing the Security Paradox of Android Lite Apps in Resource-Constrained Ecosystems

Android lite apps are intended for resource-constrained environments and are commonly assumed to be safer because they expose less functionality than full-featured apps. However, recurring reports of crashes, broken features, and excessive advertising suggest that this assumption may be false. We present the first syst...

Yuan-Xiang Shi, Liang-Cai Su, Kai Ye et al. · 0 citations
#artificial intelligence Preprint Sep 2026

SWE-Test: Benchmarking LLM Vulnerability Discovery via Input Prediction

This work recasts vulnerability discovery as an input-prediction task with a closed, deterministic ground truth, and decomposes discovery into three task modes over 22 real-world C/C++ programs spanning 15 domains, finding constraint inference, not navigation, is the dominant bottleneck.

Yuan-Xiang Shi, Jia-Yi Lin, Xuan-Yong Lin et al. · 0 citations

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