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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

Zhiyuan Liu

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Jul 2026

When is LLM-Based Program Reasoning Correct? A Completion Semantics for LLM-Based Code Inference

The results show that witness generation effectively distinguishes inferences supported by plausible completions from those requiring unrealistic assumptions, providing a practical mechanism for validating reasoning over incomplete programs.

Zhiyuan Liu, Yihe Li, Trevor E. Carlson et al. · 0 citations

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