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Tianlu Mao

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Aug 2026

CGARF: a causality-guided framework for reliable automated program repair

Results suggest that causal-aware reasoning and stability-oriented design can improve the effectiveness of LLM-based APR, a causality-guided multi-agent repair framework that improves the repair stage of existing LLM-based localization pipelines.

Lei Yuan, Shaohua Liu, Yu Wang et al. · 0 citations