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Feb, 2020
从弱点中汲取力量：利用弱监督进行快速学习
Strength from Weakness: Fast Learning Using Weak Supervision
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Joshua Robinson, Stefanie Jegelka, Suvrit Sra
TL;DR
本研究探讨弱监督学习的泛化特性，证明了借助弱标签可以显著加速强任务的学习速率，实现O(1/n)的快速率，研究结果可适用于各类任务，说明弱标签如何加速强任务的学习。
Abstract
We study
generalization properties
of
weakly supervised learning
. That is, learning where only a few "strong" labels (the actual target of our prediction) are present but many more "weak" labels are available. In
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