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.· Proceedings of the 41st IEEE...· 0 citations
Modern agents increasingly ground their reasoning in observations returned by tools, such as file contents read from a workspace. However, the data sources underlying these observations may later be modified by users, other agents, or external tools, while the model retains only the stale content in its context window....
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
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...
Liang-Cai Su, Zhao-Peng Feng, Zhuo Chen et al.· 0 citations
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