Velocity Ambiguity Profiles

A time-resolved Bayesian risk diagnostic tool for flow matching models that decomposes loss into intrinsic ambiguity, which is irreducible, and excess risk, which is reducible, helping to locate time regions in training that are limited by ambiguity or by data.