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
Automatically generating high-coverage unit tests for complex Java methods remains a formidable challenge, particularly when execution paths are guarded by intricate control-flow nesting and cross-class state dependencies. Existing LLM-based approaches predominantly follow a goal-driven paradigm, relying on unguided co...
Rui-Guo Yu, Rui-Qi Dong, Xi Xiao et al.· Proceedings of the ACM on So...· 0 citations
This work proposes Routing-based On-Policy Distillation (ROPD), a novel realignment framework that models the divergence between aligned and compromised output probability distributions rather than fitting specific prompt templates, establishing a new standard for robust LLM realignment.
