AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Cross-Rollout Bellman Closure (CRBC) is introduced, which merges each rollout group into a finite empirical process with absorbing success and failure boundaries and evaluates its behavior-policy Bellman fixed point with one linear solve.
DI performs Direct Preference Optimization (DPO) after supervised fine-tuning to strengthen task alignment with human preferences, and introduces a controlled decoding process that enforces fixed output formats and restricts predictions to candidate sets.
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