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Chen-Xiong Qian

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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
#natural language process... Preprint Aug 2026

FrontierChallenge: Evaluating Scientific Workflow Completion

Scientific agents increasingly analyze data, execute code, and produce research artifacts, yet most benchmarks emphasize final answers, isolated programs, or a single domain. We introduce FrontierChallenge, a cross-domain benchmark comprising 300 end-to-end scientific workflows. In this paper, we release and evaluate 9...

Liangcai Su, Zhao-Peng Feng, Zhuo Chen et al. · 0 citations

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