Generative Adversarial Network

AI and Machine Learning · Generative Models · 2014 · also: GAN · generative-adversarial-network.yaml

Trains a generator against a discriminator that tries to tell real from fake. Produces sharp samples, and the minimax objective is notoriously unstable and prone to collapsing onto a few modes.

• supersedescorrects · extends
• classifiesspecializes · part-of
• substitutes forapproximates · alternative-to
• depends onrequires · validates

Colour is the family; a dashed line is the second member of it.

This node

• alternative-tois a competing approach to Variational Autoencoderan adversarial critic instead of a likelihood bound

Referenced by

• alternative-toDiffusion Model is a competing approach to thisa stable objective instead of a minimax game that collapses

References

• Generative Adversarial Networks — Goodfellow et al. — 2014 · link
• Background — Generative adversarial network on Wikipedia