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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Jing Li

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Sep 2026

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

Semi-supervised learning (SSL) is an effective approach to leverage limited labeled data alongside abundant unlabeled data. While methods like MarginMatch have shown promise by using the average pseudo margin (APM) to evaluate pseudo-label reliability, they face two limitations: (1) APM struggles to distinguish corre...

Xianmin Wang, Dong-Yuan Tian, Jing Li · 0 citations

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