AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Radial Consensus Score (RCS) is introduced, a simple, efficient, and training-free method for best-of-N$ selection that enables it to recover semantically coherent correct answers despite lexical fragmentation, and suggests that geometric consensus can serve as a scalable and reliable alternative to voting-based method...
This work proposes SAPE-FL (Similarity-Aware Personalized Federated Learning), a novel personalization framework that anchors each client's model to both the global model and a similarity-weighted peer averaged model that mitigates negative transfer and enhances robustness in heterogeneous settings.
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