AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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The role of semantic positive pairs in SSL is clarified and guidance for selecting and designing frameworks that can exploit semantic pair information effectively is provided for selecting and designing frameworks that can exploit semantic pair information effectively.
This is the first work to formalise the balancing-prediction MI conflict and propose a structured resolution through complementary predictive and information-theoretic training objectives.
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