TTIC 31230: Fundamentals of Deep Learning Winter 2019 (not yet updated to Winter 2020)

Generative Adversarial Networks (GANs)

Slides

Problems

Generative Adversarial Nets, Goodfellow et al., 2014.

Goodfellow's GAN Tutorial (NIPS 2016)

DC GANs

Pix2Pix

Cycle GANs

Text to Speech

Adversarial Domain Adaptation

Progressive GANs

Large Scale GAN Training (bigGANs) Block et al., Sept. 2018

Pros and Cons of GAN Evaluation Measures, Bjorg, Oct. 2018

Constrastive Estimation, Gutmann and Hyvarinen, AISATS 2010