Multi-Perspective-SDF-VAE-Research
A VAE architecture that makes uncertainty interpretable through signed distance functions. Five independent observers measure geometric distance to the learned data manifold. Their agreement is the confidence signal. 358x variance stability improvement on CelebA, ECE 0.129, AUROC 0.992 OOD detection.