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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

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Dong-Yuan Tian

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Sep 2026

APIMatch: A Semi-Supervised Learning Framework with Average Pseudo Integrated Margin

APIMatch is proposed, a novel SSL framework introducing the average pseudo integrated margin (APIM) metric and a negative-sample-aware dynamic percentile thresholding strategy that achieves competitive performance against state-of-the-art methods, particularly in extremely low-label scenarios.

Xian-Min Wang, Dong-Yuan Tian, Jing Li · 0 citations

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