Generating Novel Content without Dataset

Rewriting the rules in GAN: Copy & paste features contextually

Editing StyleGAN model to add a helmet to the horse [Source]

Introduction

GAN architecture has been the standard for generating content through AI, but can it actually invent new content outside what’s available in the training dataset? Or it’s just imitating the training data and mixing the features in new ways?