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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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N. Sadagopan

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#artificial intelligence Preprint Oct 2026

Token Utility for On-Policy Distillation via Local Trust-Region Optimization

Token-selection methods for on-policy distillation (OPD) prioritize student-visited positions using diverse signals, including uncertainty, teacher-student disagreement, and mismatch direction. We instead derive token importance from the distillation objective itself: how much can each position's loss decrease under an...

N. Sadagopan, Yilan Chen, Vijay Lingam · 0 citations

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