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arXiv:2105.01622 · 中英对照阅读

Poisoning the Unlabeled Dataset of Semi-Supervised Learning

Nicholas Carlini

摘要

Semi-supervised machine learning models learn from a (small) set of labeled training examples, and a (large) set of unlabeled training examples. State-of-the-art models can reach within a few percentage points of fully-supervised training, while requiring 100 $\times$ less labeled data.