@misc{li2025back, title={Back to Basics: Let Denoising Generative Models Denoise}, author={Tianhong Li and Kaiming He}, year={2025}, eprint={2511.13720}, archivePrefix={arXiv}, primaryClass={cs.CV}, url={https://arxiv.org/abs/2511.13720} }