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Feb, 2024
大多数自监督学习方法背后的共同稳定性机制
The Common Stability Mechanism behind most Self-Supervised Learning Approaches
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Abhishek Jha, Matthew B. Blaschko, Yuki M. Asano, Tinne Tuytelaars
TL;DR
通过解释对比技术如SimCLR和非对比技术如BYOL、SWAV、SimSiam、Barlow Twins和DINO的工作机制,提供了稳定机制的框架,论证了这些不同的自监督学习技术在隐式上优化类似的目标函数,同时提供数学和经验数据支持。
Abstract
Last couple of years have witnessed a tremendous progress in
self-supervised learning
(SSL), the success of which can be attributed to the introduction of useful
inductive biases
in the learning process to learn
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