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Jia-Jun Jiang

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Enhancing Code Model Robustness Against Identifier Renaming via Unified Code Normalization

UniCode, a novel two-stage defense framework against identifier renaming, is proposed, one of the most effective modifications influencing DCMs’ robustness, and effectively aligns the distributions between the training data and the adversarial test samples, thereby significantly enhancing model robustness.

Jiajun Jiang, Song-Rui Li, Hanmo You et al. · 0 citations
Preprint Aug 2026

Beyond Pass@k: Measuring Reliability and Security of Agentic Code Generation

Security-adjusted reliability@k is proposed, which counts only rollouts that are both functionally correct and free of high-severity insecure patterns, which counts only rollouts that are both functionally correct and free of high-severity insecure patterns.

Jiajun Jiang, Sharon Zheng, Natan Vidra et al. · 1 citation · ⚡1

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