BriefGPT.xyz
May, 2021
视觉类比:深度学习与组合模型
Visual analogy: Deep learning versus compositional models
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Nicholas Ichien, Qing Liu, Shuhao Fu, Keith J. Holyoak, Alan Yuille...
TL;DR
本论文比较了人类视觉类比问题解决能力和三种不同的计算模型的性能,包括成分模型、连体网络和关系网络,结果显示成分模型的定性表现与人类推理者相似,而深度学习模型的表现则不如人类。
Abstract
Is
analogical reasoning
a task that must be learned to solve from scratch by applying
deep learning models
to massive numbers of reasoning problems? Or are analogies solved by computing similarities between
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