31 citations · 31 across the 2 of their papers we have counts for
2 papers
cs.LG2026
Wavelet Flow Matching for Multi-Scale Physics Emulation
Gabriele Accarino, Juan Nathaniel, Carla Roesch +4
Accurate emulation of multi-scale physical systems governed by PDEs demands models that remain stable over long autoregressive rollouts while preserving fine-scale structures. Dete…
stat.ML2020★ 31 cited
Building high accuracy emulators for scientific simulations with deep neural architecture search
M. F. Kasim, D. Watson-Parris, L. Deaconu +10
Computer simulations are invaluable tools for scientific discovery. However, accurate simulations are often slow to execute, which limits their applicability to extensive parameter…