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Lingfeng Chen

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Jul 2026

Directed Symbolic Execution for Vulnerability Discovery: An LLM-Guided Approach in KLEE

KLEECopilot, a Large Language Model-guided directed symbolic execution approach built on KLEE, exhibits only marginal sensitivity to model scale, supporting the efficacy of integrating security semantics and loop-exit prioritization.

Lingfeng Chen, Tao Xiao, Masanari Kondo et al. · 0 citations

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