Keerthan Ramnath

LatentDR: Improving Model Generalization Through Sample-Aware Latent Degradation and Restoration

2023 · arXiv (Cornell University)

Despite significant advances in deep learning, models often struggle to generalize well to new, unseen domains, especially when training data is limited. To address this challenge, we propose a novel approach for distribution-aware latent augmentation …