Author

Qihang Yang

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Preprint Jul 2026

MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation

MineValiCoder is proposed, a collaborative closed-loop TDD framework based on the mutual reinforcement of test-case quality and code quality that significantly outperforms state-of-the-art methods in mitigating LLM stochasticity and improving the reliability of automated code generation.

Zhenqian Zhao, Qihang Yang, Feifei Dai et al. · 0 citations