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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

Changquan Zhao

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Preprint Aug 2026

DASH: Decoupled Adaptive Surrogate - Acquisition Harness for Automated Bayesian Optimization

DASH is proposed, a Decoupled Adaptive Surrogate--Acquisition Harness for large-language- model (LLM)-enhanced AutoBO, which selects surrogates by predictive reliability, uncertainty calibration, and ranking consistency; its two-stage acquisition controller periodically reallocates quotas across acquisition functions,...

Changquan Zhao, Yuxiang Sun, Ruihao Zhu et al. · 0 citations

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