FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence.

Kihyuk Sohn David Berthelot Chun-Liang Li Zizhao Zhang Nicholas Carlini Ekin D. Cubuk Alex Kurakin Han Zhang Colin Raffel

Published in: CoRR (2020)

Keyphrases

semi supervised learning
semi supervised
unlabeled data
labeled data
supervised learning
unsupervised learning
learning problems

machine learning
semi supervised classification
active learning
labeled examples
co training
training data
label propagation

manifold regularization
improve the classification accuracy
semi supervised learning methods
real world
graph based semi supervised learning
text classification
regularization framework

learning models
high confidence
domain adaptation
semi supervised learning algorithms
feature extraction
pairwise
data points