2025
Harmonizing Geometry and Uncertainty: Diffusion with Hyperspheres
ICML 2025poster
Do contemporary diffusion models preserve the class geometry of hyperspherical data? Standard diffusion models rely on isotropic Gaussian noise in the forward process, inherently favoring Euclidean spaces. However, many real-world problems involve non-Euclidean distributions, such as hyperspherical…