Deep generative modeling (DGE) have revolutionized numerous fields by generating realistic synthetic data. To optimize the performance of these models, researchers are constantly exploring new optimization techniques. A common method involves fine-tuning hyperparameters through randomized search, aiming to minimize the loss function. Other advanced