P. Milanfar

A Lagrangian View of Flow Matching

This paper analyzes the local Taylor expansion of a continuous denoiser to motivate a strict invariance condition required for optimal, singlestep generation: the conservation of target identity, and demonstrates that solving this condition via the Method of Characteristics analytically yields the straight-line traject...