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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
Latent Evolution Operator (LEO): State-to-State Forecasting of Parametric PDEs
Khalid Rafiq, Wenjing Liao, Aditya G. Nair
Solving time-dependent parametric partial differential equations (PDEs) with high-fidelity solvers is expensive in multi-query settings. This motivates reduced-order models in late…