2 papers
cs.LG2026
Spectrally Regularized Latent Flow Matching for Turbulence Generation
Khalid Rafiq, Aditya G. Nair
Latent diffusion and flow matching have emerged as leading approaches for synthetic turbulence generation, yet they systematically under-represent dissipation-range amplitudes. We…
cs.LG2025
Single-shot prediction of parametric partial differential equations
Khalid Rafiq, Wenjing Liao, Aditya G. Nair
We introduce Flexi-VAE, a data-driven framework for efficient single-shot forecasting of nonlinear parametric partial differential equations (PDEs), eliminating the need for iterat…