CLoSeR detects loop candidates via global descriptors to close loops in streaming reconstruction, reducing drift and producing consistent kilometer-scale geometry with SE(3) pose optimization.
Spherical first-hitting diffusion models achieve near-minimax optimal convergence rates in total variation for Sobolev data on spheres, marking the first statistical optimality result for diffusion models using random generation times.