Virtual Adversarial Training for Semi-Supervised Text Classification PDF
49 Pages·2016·1.86 MB·English
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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
Description:Introduction to (virtual) adversarial training. • Virtual adversarial training for text classification . Optimize epsilon, dropout rate on validation set
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