Shin Ishii

Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning

2018 · IEEE Transactions on Pattern Analysis and Machine Intelligence

We propose a new regularization method based on virtual adversarial loss: a new measure of local smoothness of the conditional label distribution given input. Virtual adversarial loss is defined as the robustness of the conditional …