@article{revisitingdiffusionmodelsfromgenerative, title = {Revisiting Diffusion Models: From Generative Pre-training to One-Step Generation}, author = {Bowen Zheng and Tianming Yang}, year = {2025}, eprint = {2506.09376}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.09376v1}, }