Handling class imbalance using Vae - variable auto encoder

Am currently working on a personal project that predicts the repayment capability of loan applicants. The data comes with a ton of class imbalance. Need a machine learning and deep learning expert to treat the class imbalance by generating data using vae - variable auto encoder and compare with conventional class imbalance techniques