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ResearchFormerly WizWand

Physical Inversion

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Synthetic Darcy grouped (test)

Trained Generator

0.017Mean K-MSE

5

Jun 25, 2026

Structural Health Monitoring Sparse: 12 (test)

0.679RMSE

5

Feb 26, 2026

Structural Health Monitoring Sparse: 16 (test)

0.539RMSE

5

Feb 26, 2026

Structural Health Monitoring Sparse: 32 (test)

0.276RMSE

5

Feb 26, 2026

Structural Health Monitoring Sparse: 64 (test)

0.066RMSE

5

Feb 26, 2026

Structural Health Monitoring Sparse 256 (test)

0.01RMSE

5

Feb 26, 2026

Structural Health Monitoring Dense: 4096 (test)

0.013RMSE

5

Feb 26, 2026

Wave-based Characterization Helmholtz equations Sparse: 12 (test)

0.294RMSE

5

Feb 26, 2026

Wave-based Characterization Helmholtz equations Sparse: 16 (test)

0.276RMSE

5

Feb 26, 2026

Wave-based Characterization Helmholtz equations Sparse: 32 (test)

0.203RMSE

5

Feb 26, 2026

Wave-based Characterization Helmholtz equations Sparse: 64 (test)

0.149RMSE

5

Feb 26, 2026

Wave-based Characterization Helmholtz equations Sparse 256 (test)

0.1RMSE

5

Feb 26, 2026

Wave-based Characterization Helmholtz equations Dense: 4096 (test)

0.014RMSE

5

Feb 26, 2026

Subsurface Characterization Darcy flow and advection-diffusion Sparse: 12 (test)

0.042RMSE

5

Feb 26, 2026

Subsurface Characterization Darcy flow and advection-diffusion Sparse: 16 (test)

0.041RMSE

5

Feb 26, 2026

Subsurface Characterization Darcy flow and advection-diffusion Sparse: 32 (test)

0.034RMSE

5

Feb 26, 2026

Subsurface Characterization Darcy flow and advection-diffusion Sparse: 64 (test)

0.029RMSE

5

Feb 26, 2026

Subsurface Characterization Darcy flow and advection-diffusion Sparse: 256 (test)

0.022RMSE

5

Feb 26, 2026

Subsurface Characterization Darcy flow and advection-diffusion Dense: 4096 (test)

0.016RMSE

5

Feb 26, 2026