Deep generative models such as the generative adversarial network (GAN) and the variational autoencoder (VAE) have obtained increasing attention in a wide variety of applications. Nevertheless, the ...

Therefore, a novel convolutional variational autoencoder-generative adversarial network (CVAE-GAN) is proposed, which is designed with a discriminator, and a generator consisting of two encoders and ...

To address these challenges, we propose a Noise-Consistent hypeRgraph AutoEncoder framework with denoising strategies, termed NCRAE, aimed at achieving robust node embeddings in ceRNA regulatory ...