Interpolation Consistency Training for Semi-Supervised Learning
Interpolation Consistency Training for Semi-Supervised Learning
Vikas Verma,Alex Lamb,2 Authors,David Lopez-Paz
2019 · DOI: 10.1016/j.neunet.2021.10.008
International Joint Conference on Artificial Intelligence · 846 Citations
TLDR
The theoretical analysis shows that Interpolation Consistency Training corresponds to a certain type of data-adaptive regularization with unlabeled points which reduces overfitting to labeled points under high confidence values.