This video explains how WaveGAN adapts Generative Adversarial Networks (More specifically the DCGAN architecture) to generate Audio data rather than heavily studied Image data.
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Paper Link: https://arxiv.org/abs/1802.04208

(Book Recommendation) Generative Deep Learning: https://www.amzn.to/31tQCJc