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

0.276RMSEPIS
0.264080.344540.4250.50546Dec 14, 2025

Evaluation results

MethodLinks
PISObservation budget=16 (Sparse)2025.120.2760.643
FNOObservation budget=16 (Sparse)2025.120.4630.192
PINNObservation budget=16 (Sparse)2025.120.5150.28
NIOObservation budget=16 (Sparse)2025.120.5210.219
Flow MatchingObservation budget=16 (Sparse)2025.120.5740.201