Yundi Xu
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126
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2026
LLM-Based Invariant Testing for Software Functional Bugs
LISA is a novel LLM-based invariant testing framework for software functional bugs, achieving higher bug-detection rates and competitive code coverage than fuzzing and prior LLM-based test generation approaches.
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Papers
cs.SEEmpiricalRecentJul 21, 2026
LLM-Based Invariant Testing for Software Functional Bugs
Ruogu Yang, Yifeng He, Yundi Xu, Yuqing Wei +1 more
LISA is a novel LLM-based invariant testing framework for software functional bugs, achieving higher bug-detection rates and competitive code coverage than fuzzing and prior LLM-based test generation…
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