Yifei Ge
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126
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Software Eng.×1Crypto×1
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2026
Probing Privacy Leaks in LLM-based Code Generation via Test Generation
The paper proposes a novel test-driven pipeline that simulates realistic code generation scenarios to detect privacy leaks in LLMs, achieving a 2.56x increase in detected leakage compared to existing methods.
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Papers
cs.SEcs.CRRecentMay 14, 2026
Probing Privacy Leaks in LLM-based Code Generation via Test Generation
Yifei Ge, Zhenpeng Chen, Weisong Sun, Yuchen Chen +6 more
The paper proposes a novel test-driven pipeline that simulates realistic code generation scenarios to detect privacy leaks in LLMs, achieving a 2.56x increase in detected leakage compared to existing…
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