Author

Sungbin Park

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Preprint Aug 2026

CLEAR: Causal Context-Based Agentic Reasoning for Vulnerability Detection

Experimental results on C/C++ and Java vulnerability benchmarks demonstrate that CLEAR improves Pair-Correct (P-C) performance by 130.7% and 71.56% over state-of-the-art approaches, demonstrating the effectiveness of causal knowledge graph-guided reasoning for automated vulnerability detection.

Sung-Ju Yun, Sijune Hwang, Yeonjoon Lee et al. · 0 citations