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stat.ML2023
Error analysis of generative adversarial network
Mahmud Hasan, Hailin Sang
The generative adversarial network (GAN) is an important model developed for high-dimensional distribution learning in recent years. However, there is a pressing need for a compreh…
stat.ML2023
Generalization error property of infoGAN for two-layer neural network
Mahmud Hasan, Mathias Muia
Information Maximizing Generative Adversarial Network (infoGAN) can be understood as a minimax problem involving two neural networks: discriminators and generators with mutual info…