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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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M. Ramchandran

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Preprint Aug 2026

Pooling Versus Ensembling for Ridge Regression Under Covariate Shift

It is argued that under random effects, an optimally tuned pooled ridge predictor always outperforms ensembles of individually optimally tuned predictors.

M. Ramchandran, R. Mukherjee · 0 citations

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