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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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Yuxuan Lou

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#machine learning May 2026

OrScale: Orthogonalised Optimization with Layer-Wise Trust-Ratio Scaling

A dynamic per-layer scalar derived by adapting the LARS/LAMB trust-ratio principle to the orthogonalized setting, where the standard denominator candidates---the raw momentum norm or the polar-factor norm---either live in the wrong unit space or carry no update-scale information.

Yuxuan Lou, Yang You · 1 citation

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