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Lannan Luo

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Preprint Jul 2026

CoGate: Confidence-Gated Co-Decoding for Secure Code Generation

CoGate is proposed, a confidence-gated co-decoding approach that controls the expert's influence on the co-decoding process based on its confidence, and outperforms existing co-decoding methods (CoSec+) across multiple benchmarks.

Minghao Hu, Lannan Luo, Allen G. Roush et al. · 0 citations