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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

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Martin T. Wells

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#machine learning May 2026

Adapt or Forget: Provable Tradeoffs Between Adam and SGD in Nonstationary Optimization

Borders reveal a noise--drift tradeoff: in noise-dominated regimes, first-moment averaging and adaptive preconditioning can yield favorable upper guarantees, whereas in drift-dominated regimes, stale first-moment information and preconditioning can enlarge Adam's tracking guarantee, potentially allowing vanilla SGD to...

Sharan Sahu, Abir Sarkar, Cameron J. Hogan et al. · 0 citations

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