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Advanced NLP: Adversarial Methods for Text
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- 1 Introduction
- 2 Adversarial Methods
- 3 generative adversarial networks
- 4 No generative models
- 5 Basic Paradigm
- 6 Training Method
- 7 Distribution Matching
- 8 Pseudocode
- 9 Why
- 10 Problems
- 11 Applications
- 12 Learning Methods
- 13 Discriminators
- 14 Comparing two outputs
- 15 Training a discriminator
- 16 Stabilization tricks
- 17 Discriminator over results
- 18 Adversarial Feature Learning
- 19 MultiTask Learning
- 20 Professor Forced
- 21 Unsupervised Style Transfer
- 22 Unsupervised Alignment