Diffusion Models for Inverse Problems and Forecasting

Learning Diffusion Priors from Observations by Expectation Maximization

F. Rozet, G. Andry, F. Lanusse, G. Louppe

Predicting partially observable dynamical systems via diffusion models with a multiscale inference scheme

R. Morel, F.P. Ramunno, J. Shen, A. Bietti, K. Cho, M. Cranmer, S. Golkar, O. Gugnin, G. Krawezik, T. Marwah, M. McCabe, L. Meyer, P. Mukhopadhyay, R. Ohana, L. Parker, H. Qu, F. Rozet, K.D. Leka, F. Lanusse, D. Fouhey, S. Ho

Lost in Latent Space: An Empirical Study of Latent Diffusion Models for Physics Emulation

F. Rozet, R. Ohana, M. McCabe, G. Louppe, F. Lanusse, S. Ho