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Wanwei Liu

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Jul 2026

LimICE: Integrating LLM into ICE Framework for Efficient Loop Invariant Inference

Loop invariant synthesis is a fundamental problem in program verification, yet the inherent undecidability makes it highly challenging. Recent studies have increasingly employed various machine learning techniques to generate loop invariants. However, most of these methods adopt a monolithic approach. Due to the inabil...

Kai Fan, Shiwen Yu, Guangsheng Fan et al. · 0 citations

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