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Jun, 2019
深度神经网络的互斥性挑战
Mutual exclusivity as a challenge for neural networks
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Kanishk Gandhi, Brenden M. Lake
TL;DR
本文研究强归纳偏见对于快速可适应性学习的影响，探讨神经网络是否具有互斥性偏见，并发现其归纳偏见与分类和翻译的终身学习公式不匹配，因此需要设计可通过互斥性进行推理的神经网络来解决这个挑战。
Abstract
Strong
inductive biases
allow children to learn in fast and adaptable ways. Children use the
mutual exclusivity
(ME) bias to help disambiguate how words map to referents, assuming that if an object has one label
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