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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Xin Yin

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#small language model Sep 2026

Hunk-Constrained DPO: Segment-Level Optimization for Secure and Correct LLM Code Generation

Hunk-Constrained Direct Preference Optimization is introduced, a training framework that unifies security hardening and functional correction in large language models and demonstrates that HPO achieves substantial security improvements—up to 28 percentage points—while preserving or enhancing functional correctness.

Qian-Shuo Huang, Xin Yin, Xin-Rui Li et al. · 0 citations

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