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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Hao Ren

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Preprint Aug 2026

Matched Excess-Outranker Regularization for Candidate-Set Interference in Continual Knowledge Graph Embedding

This work introduces Matched Excess-Outranker Regularization (MEOR), a host-level objective that compares smooth answer-relative newcomer pressure with score-blind, structurally matched old references and establishes candidate admission as a distinct source of continual rank loss.

Hao Ren, Jun-Bin Gao, Jiao-Jiao Jiang · 0 citations

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