Towards Training One-Step Diffusion Models Without Distillation. - Zhang, Mingtian; He, Jiajun; Chen, Wenlin; Ou, Zijing; Hernández-Lobato, José Miguel; Schölkopf, Bernhard; Barber, David (CoRR, 2025)