GANSynth: Making music with GANs

In this post, we introduce GANSynth, a method for generating high-fidelity audio with Generative Adversarial Networks (GANs). Why generate audio with GANs? GANs are a state-of-the-art method for generating high-quality images. However, researchers have struggled to apply them to more sequential data such as audio and music, where autoregressive (AR) models such as WaveNets and Transformers dominat