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cs.LG2022★ 1 cited
ciDATGAN: Conditional Inputs for Tabular GANs
Gael Lederrey, Tim Hillel, Michel Bierlaire
Conditionality has become a core component for Generative Adversarial Networks (GANs) for generating synthetic images. GANs are usually using latent conditionality to control the g…
cs.LG2022★ 16 cited
DATGAN: Integrating expert knowledge into deep learning for synthetic tabular data
Gael Lederrey, Tim Hillel, Michel Bierlaire
Synthetic data can be used in various applications, such as correcting bias datasets or replacing scarce original data for simulation purposes. Generative Adversarial Networks (GAN…