"noisy data training" Papers

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Ambient Proteins - Training Diffusion Models on Noisy Structures

Giannis Daras, Jeffrey Ouyang-Zhang, Krithika Ravishankar et al.

NeurIPS 2025spotlight

How Much is a Noisy Image Worth? Data Scaling Laws for Ambient Diffusion.

Giannis Daras, Yeshwanth Cherapanamjeri, Constantinos C Daskalakis

ICLR 2025posterarXiv:2411.02780

Consistent Diffusion Meets Tweedie: Training Exact Ambient Diffusion Models with Noisy Data

Giannis Daras, Alexandros Dimakis, Constantinos Daskalakis

ICML 2024poster