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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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S. Batzoglou

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Preprint Aug 2026

Hypothesis Frontier: Verifier Guided LLM and Symbolic Search for First-Order Induction

This work introduces Hypothesis Frontier, a verifier-guided neurosymbolic framework that evaluates each LLM formula on every training object, retains the strongest verified hypothesis across rounds, and uses its remaining errors to guide subsequent generation.

S. Batzoglou · 0 citations

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