Deep generative approaches (DGE) have revolutionized numerous fields by generating realistic synthetic data. To enhance the performance of these models, researchers are constantly investigating new optimization strategies. A common method involves fine-tuning hyperparameters through randomized search, aiming to minimize the error metric. Other cutt