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ResearchFormerly WizWand

Higher-frequency wave-field prediction on SimpleWave (test)

0.396H1 ErrorAPEX
0.353680.639340.9251.21066May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
APEXFrequency Group=HF202026.050.3960.909
APEXFrequency Group=HF502026.050.4940.865
APEXFrequency Group=Overall2026.050.5640.811
APEXFrequency Group=HF1002026.050.8040.659
HNO-JointFrequency Group=HF20, Training Protocol=Jointly trained2026.050.8850.54
HNO-FTFrequency Group=HF20, Training Protocol=Fine-tuned2026.050.9230.496
CFM-JointFrequency Group=HF20, Training Protocol=Jointly trained2026.050.9350.62
FNO-JointFrequency Group=HF20, Training Protocol=Jointly trained2026.050.9630.403
HNO-JointFrequency Group=Overall, Training Protocol=Jointly trained2026.050.9670.501
HNO-JointFrequency Group=HF50, Training Protocol=Jointly trained2026.050.9730.531
HNO-FTFrequency Group=Overall, Training Protocol=Fine-tuned2026.051.0050.454
HNO-FTFrequency Group=HF50, Training Protocol=Fine-tuned2026.051.0210.465
FNO-JointFrequency Group=HF50, Training Protocol=Jointly trained2026.051.0320.438
FNO-JointFrequency Group=Overall, Training Protocol=Jointly trained2026.051.0320.388
HNO-JointFrequency Group=HF100, Training Protocol=Jointly trained2026.051.0440.433
FNO-FTFrequency Group=HF20, Training Protocol=Fine-tuned2026.051.0530.157
HNO-FTFrequency Group=HF100, Training Protocol=Fine-tuned2026.051.0710.4
FNO-FTFrequency Group=Overall, Training Protocol=Fine-tuned2026.051.0990.176
FNO-JointFrequency Group=HF100, Training Protocol=Jointly trained2026.051.10.324
CFM-JointFrequency Group=Overall, Training Protocol=Jointly trained2026.051.1070.496
FNO-FTFrequency Group=HF50, Training Protocol=Fine-tuned2026.051.1140.238
FNO-FTFrequency Group=HF100, Training Protocol=Fine-tuned2026.051.1280.133
CFM-JointFrequency Group=HF50, Training Protocol=Jointly trained2026.051.1510.516
CFM-JointFrequency Group=HF100, Training Protocol=Jointly trained2026.051.2340.351
HNO-LFFrequency Group=HF20, Training Protocol=Direct LF extrapolation2026.051.3590.012
FNO-LFFrequency Group=HF20, Training Protocol=Direct LF extrapolation2026.051.3770.012
HNO-LFFrequency Group=Overall, Training Protocol=Direct LF extrapolation2026.051.3930.013
HNO-LFFrequency Group=HF100, Training Protocol=Direct LF extrapolation2026.051.4010.014
HNO-LFFrequency Group=HF50, Training Protocol=Direct LF extrapolation2026.051.420.014
FNO-LFFrequency Group=Overall, Training Protocol=Direct LF extrapolation2026.051.420.013
FNO-LFFrequency Group=HF100, Training Protocol=Direct LF extrapolation2026.051.4290.013
FNO-LFFrequency Group=HF50, Training Protocol=Direct LF extrapolation2026.051.4540.013