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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

Lei Wang

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Preprint Sep 2026

An Adaptive Projected-Gradient Algorithm for Sample-Average Approximations of Stochastic Multi-Objective Optimization

A line-search-free and function-value-free adaptive projected-gradient algorithm for the sample-average approximation (SAA) problem that transfers vanishing SAA residuals to Pareto stationarity for the population problem, while an additional concentration argument gives a finite-sample residual bound on compact sets.

Yi-Yang Li, Lei Wang, Xiaojun Chen · 0 citations

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