Variational Autoencoders (VAEs) have been enhanced with Smooth Robust Latent VAE (SRL-VAE) framework.SRL-VAE introduces adversarial training to improve generation quality and robustness.By smoothing the latent space via adversarial perturbations, SRL-VAE promotes generalizable representations.SRL-VAE improves both image robustness and fidelity with minimal computational overhead.