BriefGPT.xyz
Sep, 2020
自我诱导分布转移的隐藏动机
Hidden Incentives for Auto-Induced Distributional Shift
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David Krueger, Tegan Maharaj, Jan Leike
TL;DR
机器学习算法的自动分布转移现象(auto-induced distributional shift, ADS)对用户的接收内容和对其产生的影响有着不可忽视的影响,研究者设计的unit tests和meta-learning等策略可避免算法受到ADS的影响并取得更好的表现。
Abstract
Decisions made by
machine learning
systems have increasing influence on the world, yet it is common for
machine learning
algorithms to assume that no such influence exists. An example is the use of the
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