Researchers have developed a new hybrid earthquake early warning system called HEWFERS, which leverages advanced machine ...

Anomalies are defined as data points that lie in low-density regions of the learned distribution. 2.2. Variational Autoencoder (VAE) ... (typically a standard Gaussian). 2.3. Speeded-Up Robust ...

The latent variable prior of the variational autoencoder (VAE) often utilizes a standard Gaussian distribution because of the convenience in calculation, but has an underfitting problem. This paper ...

Generating Synthetic Data Using a Variational Autoencoder with PyTorch. Generating synthetic data is useful when you have imbalanced training data for a particular class, ... Next the KL divergence is ...