ciwGAN
method
ID: ciwgan
Related Papers
Identity-Based Patterns in Deep Convolutional Networks: Generative Adversarial Phonology and Reduplication
AbstractThis paper models unsupervised learning of an identity-based pattern (or copying) in speech called reduplication from raw continuous data with deep convolutional neural networks. We use the ciwGAN architecture (Beguš, …...
Exploring How Generative Adversarial Networks Learn Phonological Representations
AbstractThis paper explores how Generative Adversarial Networks (GANs) learn representations of phonological phenomena. We analyze how GANs encode contrastive and non-contrastive nasality in French and English vowels by applying the …...