BriefGPT.xyz
Oct, 2020
基于预设文本的主动学习
PAL : Pretext-based Active Learning
HTML
PDF
Shubhang Bhatnagar, Darshan Tank, Sachin Goyal, Amit Sethi
TL;DR
该研究提出了一种针对深度神经网络的主动学习技术,使用一个单独的网络对样本进行评分选择,提高模型对错标记的容忍度,同时通过自监督和多任务学习等方法缓解数据不足的问题。
Abstract
When obtaining labels is expensive, the requirement of a large labeled training data set for deep learning can be mitigated by
active learning
.
active learning
refers to the development of algorithms to judicious
→