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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

Hongyan Li

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2 papers indexed here

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Open access Oct 2026

Towards More Realistic Assertion Generation under Mixed-Assertion Scenario

Unit testing is essential for software quality assurance, where a test case typically consists of a test prefix and an oracle, expressed as assertions. In practice, crafting high-quality assertions is non-trivial and time-consuming, as it requires developers to reason carefully about program states and expected behavio...

Hong-Yan Li, Kunpeng E, Wei-Feng Sun et al. · 0 citations
Preprint Aug 2026

How Reasoning Shapes Social Bias in LLM-Generated Code?

Large language models (LLMs) are increasingly used for code generation, yet generated programs may exhibit social bias through unfair or differential treatment of sensitive demographic attributes. While prior work mainly studies direct code generation, bias in reasoning-based generation remains underexplored. We conduc...

Wei-Feng Sun, Jie-Ke Shi, Zhou Yang et al. · 0 citations

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