AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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MetaNet is proposed, a support-set controller that predicts, for each layer, an expert-retention threshold and a bounded routing bias and provides a tunable accuracy-expert-activation trade-off on DeepSeek-MoE-16B-Chat.
This work proposes GSE, a globalized skill evolution framework that jointly optimizes skill compatibility and skill generalization, and maintains a Skill Relation Graph (SRG) that explicitly models and co-evolves inter-skill relationships.
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