Our latest work of Riemannian Consistency Model (RCM) rigorously extends consistency models to Riemannian manifolds utilizing core mathematical concepts of covariant derivative and its corresponding Christoffel symbols. RCM has been accepted to NeurIPS 2025, and I look forward to discussions in San Diego! Check out the details at arXiv.