Generative models are a class of machine learning frameworks that aim to generate new data samples from an underlying data distribution. These models are important for various applications, including image synthesis, text generation, and data augmentation. Among generative models, Generative Adversarial Networks (GANs) have emerged as a powerful and popular approach. However, GANs differ significantly