AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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This work proposes SkillMaster, a training framework that teaches agents to create new skills, refine existing skills, and select accumulated skills during task solving, and introduces DualAdv-GRPO, which separately estimates advantages for task-solving actions and skill-editing decisions, stabilizing joint training ac...
EnterpriseBench is introduced, a benchmark that evaluates LLM agents across this spectrum, from static question answering to dynamic decision-making, and shows that it provides a practical benchmark for evaluating LLM agents in realistic enterprise strategic reasoning and decision-making.
Outcome-Verified Comparative Self-Distillation (OVCSD) is proposed, which organizes failed student rollouts into a prefix tree, adaptively invokes a skill-conditioned teacher from student-reached states, and retains only outcome-verified successful continuations.
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