Flexi-VAE learns a latent-space propagator that maps a PDE state, a parameter, and a forecast horizon directly to a future state, achieving single-shot forecasts on two benchmark PDEs with reported 50x CPU and 90x GPU speedups over AE-LSTM.
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Single-shot prediction of parametric partial differential equations
Flexi-VAE learns a latent-space propagator that maps a PDE state, a parameter, and a forecast horizon directly to a future state, achieving single-shot forecasts on two benchmark PDEs with reported 50x CPU and 90x GPU speedups over AE-LSTM.