Beyond Defenses: Manifold-Aligned Regularization for Intrinsic 3D Point Cloud Robustness
arXiv:2605.07590v1 Announce Type: new
Abstract: Despite extensive progress in point cloud robustness, existing methods primarily improve performance through augmentation or defense mechanisms, while overlooking the geometric root cause of adversarial …