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

0.014RMSEPIS
0.008280.046890.08550.12411Dec 14, 2025

Evaluation results

MethodLinks
PISObservation budget=4096 (Dense)2025.120.0140.99
FNOObservation budget=4096 (Dense)2025.120.0230.979
NIOObservation budget=4096 (Dense)2025.120.090.879
Flow MatchingObservation budget=4096 (Dense)2025.120.090.816
PINNObservation budget=4096 (Dense)2025.120.1570.715