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  • University of California at Berkeley
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  1. fno-burgers-1d fno-burgers-1d Public

    From-scratch Fourier Neural Operator in JAX on 1D Burgers - 4% rel-L2, zero-shot super-resolution, ~300x inference speedup vs pseudo-spectral solver

    Python

  2. lorenz96-closure lorenz96-closure Public

    Learning the unresolved-scale closure of two-scale Lorenz '96 - the RANS/URANS averaging operation. Offline skill is a weak proxy for online skill.

    Python

  3. sabra-shell-closure sabra-shell-closure Public

    Subgrid closure for the Sabra shell-model cascade, from scratch in JAX. A one-parameter eddy viscosity beats a learned MLP that is twice as good offline - what sets the spectrum is the mean energy …

    Python

  4. gp-airload-surrogate gp-airload-surrogate Public

    Exact Gaussian-process surrogate for measured load distributions, with campaign/exact/interpolated train-test exclusion and calibration reporting. Runs on synthetic data.

    Python