Deep generative approaches (DGE) have revolutionized various fields by generating realistic synthetic data. To maximize the performance of these models, researchers are constantly discovering new optimization algorithms. A common approach involves fine-tuning hyperparameters through randomized search, aiming to minimize the error metric. Other adva