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Feb, 2021
深度潜变量模型因果估计的一项重要检验
A Critical Look At The Identifiability of Causal Effects with Deep Latent Variable Models
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Severi Rissanen, Pekka Marttinen
TL;DR
通过多个数据集的实验和分析，研究了深度潜变量模型在因果推断中的应用，发现需要注意确保其因果估计的正确性。
Abstract
Using
deep latent variable models
in
causal inference
has attracted considerable interest recently, but an essential open question is their identifiability. While they have yielded promising results and theory ex
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