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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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Soyu Kim

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#small language model Preprint Oct 2026

Reliable Self-Evolution with Imperfect Proxy Rewards

Conformal Interval-Driven Self-Evolution (CISE) is proposed, which constructs candidate-specific reward intervals using conditional conformal inference and iteration-wise online density-ratio estimation and returns candidates only when all required property intervals lie entirely within their respective feasible region...

Kangjun Noh, Soyu Kim, Kyungwoo Song · 0 citations

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