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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

Jie-Xin Wang

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#natural language process... Open access Jul 2024

Toward Secure Code Generation: Bridging Correctness and Security via Task-Adaptive Vulnerability Modeling and Execution-Based Benchmarking

Experiments across multiple LLM backbones show that SecAwareCoder consistently improves Pass@1 and security robustness over prompting and analyzer-driven baselines, narrowing the security--correctness gap in LLM code generation.

Jie-Xin Wang, Liu-Wen Cao, Xi-Tong Luo et al. · 54 citations · ⚡5
Book Open access Jul 2026

Beyond Maintenance: A Benchmark and Multi-Agent Framework for Repository-Usage Code Generation

RUCACoder is proposed, a closed-loop multi-agent framework with a Retriever for hierarchical repository exploration, a Verifier for reranking and validation, and a Coder for feedback-driven script synthesis that consistently outperforms strong retrieval and generation baselines.

Kaitao Lin, Songwen Gong, Adam Jatowt et al. · 1 citation

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