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Oct, 2023
有限域上的知识传递的基本限制
Towards the Fundamental Limits of Knowledge Transfer over Finite Domains
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Qingyue Zhao, Banghua Zhu
TL;DR
通过特权信息的不同级别,加速从教师到学生分类器的知识传递效率并且使学生能够获得课程上的优势信息。
Abstract
We characterize the statistical efficiency of
knowledge transfer
through $n$ samples from a teacher to a probabilistic student classifier with input space $\mathcal S$ over labels $\mathcal A$. We show that
privileged i
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