BriefGPT.xyz
Sep, 2022
用对比语料库归属解释表示
Contrastive Corpus Attribution for Explaining Representations
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Chris Lin, Hugh Chen, Chanwoo Kim, Su-In Lee
TL;DR
提出了一种基于对比语料相似性的无监督模型解释方法,能够产生更具有语义意义的标量解释输出,应用于图像数据增强与零样本物体定位领域。
Abstract
Despite the widespread use of
unsupervised models
, very few methods are designed to explain them. Most explanation methods explain a scalar model output. However,
unsupervised models
output representation vectors
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