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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

Christian J. DeVore

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Jul 2026

Kaizen: Metamorphic Fuzzing and Differential Testing for LLM-Translated HPC Applications

Kaizen, a metamorphic fuzzing and differential testing framework for evaluating the correctness of LLM-translated HPC code, is presented, revealing that compilation success is a poor proxy for correctness and full-program translation is substantially harder than kernel-level translation.

Oscar Ludwig, Ninad Anklesaria, Zheming Jin et al. · 0 citations

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