Mathematics of GANs (generative adversarial networks)
Nov 30, 2020 · The paper The Numerics of GANs formalizes GANs as two-player games and analyzes their training dynamics, the paper Which Training Methods for GANs do actually Converge? takes …
generative adversarial networks - GAN with multiple discriminators ...
Dec 15, 2022 · MD-GAN (multi-Discriminator Generative Adversarial Networks for Distributed Datasets ) would be among the ones that you might be looking for. It has been proposed a while ago now. This …
What are the fundamental differences between VAE and GAN for …
Jan 6, 2021 · comparison applications generative-adversarial-networks variational-autoencoder image-generation Share Improve this question edited Oct 27, 2023 at 21:15
generative adversarial networks - What is the intuition behind the ...
Apr 26, 2023 · generative-adversarial-networks generative-model regularization labels Share Improve this question edited Apr 26, 2023 at 8:46
generative adversarial networks - How to interpret this training ...
Apr 30, 2024 · Loss curves of generative adversarial networks (GANs) are very difficult to interpret. It depends on the type of GAN used, the type of data used, the size of the networks, the size of the …
generative adversarial networks - How to prevent vanishing/exploding ...
Feb 23, 2023 · I am training several different GAN architectures, and I noticed that larger batch sizes may lead to vanishing or exploding gradients. In the interest of accelerating training, however, larger …
Why different noise in GAN generate different images?
Mar 12, 2024 · Let's take this apart. GANs stand for Generative Adversarial Networks. Your question is how GANs are generative (the G part of the name). For this we need to understand what they try to …
neural networks - Do GANs come under supervised learning or ...
Explore related questions neural-networks terminology unsupervised-learning generative-adversarial-networks supervised-learning See similar questions with these tags.
generative adversarial networks - Images generated by gan segmented …
May 26, 2025 · generative-adversarial-networks image-generation See similar questions with these tags.
Why are GAN models not heavily used for NLP?
Mar 24, 2022 · Explore related questions natural-language-processing generative-adversarial-networks See similar questions with these tags.