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Veeling, Paris Perdikaris, Richard E

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cs.LG 1

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2026 1

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Wavelet Flow Matching for Multi-Scale Physics Emulation

cs.LG · 2026-05-15 · unverdicted · novelty 6.0

Wavelet Flow Matching emulates multi-scale PDE-governed systems by transporting velocities directly in a hierarchical wavelet representation via U-Net, yielding improved long-horizon stability and spectral accuracy on fluid benchmarks.

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  • Wavelet Flow Matching for Multi-Scale Physics Emulation cs.LG · 2026-05-15 · unverdicted · none · ref 15

    Wavelet Flow Matching emulates multi-scale PDE-governed systems by transporting velocities directly in a hierarchical wavelet representation via U-Net, yielding improved long-horizon stability and spectral accuracy on fluid benchmarks.