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Mar, 2024
对称变换的生成模型
A Generative Model of Symmetry Transformations
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James Urquhart Allingham, Bruno Kacper Mlodozeniec, Shreyas Padhy, Javier Antorán, David Krueger...
TL;DR
构建一个能够明确捕捉数据中对称性的生成模型，以便以可解释的方式学习存在的对称性，并结合现有生成模型提高边际测试日志似然和对数据稀疏化的鲁棒性。
Abstract
Correctly capturing the
symmetry transformations
of data can lead to
efficient models
with strong generalization capabilities, though methods incorporating symmetries often require prior knowledge. While recent a
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