Feeding a hierarchy of predicted coarse-grained future states into an autoregressive neural emulator greatly improves long-term stability for 2D turbulent flow forecasting.
Pde- refiner: Achieving accurate long rollouts with neural pde solvers.Advances in Neural Information Processing Systems, 36:67398–67433, 2023
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Hierarchical Implicit Neural Emulators
Feeding a hierarchy of predicted coarse-grained future states into an autoregressive neural emulator greatly improves long-term stability for 2D turbulent flow forecasting.