AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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CriticRouter is a verifier-free step-wise routing framework that reduces redundancy based on structural criticality as a routing signal, and achieves comparable accuracy to standard LLM reasoning while significantly reducing latency, demonstrating a better utility-efficiency trade-off.
Federated Learning is a promising paradigm to achieve privacy-preserving collaborative training. However, its performance degrades severely under data heterogeneity. A main obstacle is the divergent local representations induced by data heterogeneity, which will degrade the quality of the aggregated global representati...
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