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Mar, 2024
重新审视解开下游任务中的必要性:对抽象视觉推理的研究
Revisiting Disentanglement in Downstream Tasks: A Study on Its Necessity for Abstract Visual Reasoning
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Ruiqian Nai, Zixin Wen, Ji Li, Yuanzhi Li, Yang Gao
TL;DR
研究表明,对于下游任务而言,维度上解耦表示是不必要的,而表示的信息性比解耦性更好地预示了下游任务的性能。
Abstract
In
representation learning
, a
disentangled representation
is highly desirable as it encodes generative factors of data in a separable and compact pattern. Researchers have advocated leveraging disentangled repres
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