@article{250610038, title = {Ambient Diffusion Omni: Training Good Models with Bad Data}, author = {Giannis Daras and Adrian Rodriguez-Munoz and Adam Klivans and Antonio Torralba and Constantinos Daskalakis}, year = {2025}, eprint = {2506.10038}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.10038v1}, }