Virtual Adversarial Training for Semi-Supervised Text Classification Takeru Miyato, Andrew M. Dai, Ian Goodfellow Slides By Roee Aharoni BIU NLP summer 2016 reading group Motivation Outline Introduction to (virtual) adversarial training • Virtual adversarial training for text classification • Experimental Setup • Results (and some analysis) • Conclusions • A basic NN training procedure A basic NN training procedure Training Example A basic NN training procedure Training Example A basic NN training procedure Training Example A basic NN training procedure Prediction Training Example A basic NN training procedure True Label Prediction Training Example A basic NN training procedure Compute Loss True Label Prediction Training Example