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ResearchFormerly WizWand

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

0.422H1 ScoreAPEX
0.21341.621453.02954.43755May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
APEXFrequency Group=HF202026.050.42292.8
APEXFrequency Group=HF502026.050.49288.5
APEXFrequency Group=Overall2026.050.51687.6
APEXFrequency Group=HF1002026.050.63481.5
FNO-JointFrequency Group=HF20, Training Protocol=Jointly trained2026.050.71590.3
HNO-FTFrequency Group=HF20, Training Protocol=Fine-tuned2026.050.75687.1
FNO-FTFrequency Group=HF20, Training Protocol=Fine-tuned2026.050.76289.7
FNO-JointFrequency Group=HF50, Training Protocol=Jointly trained2026.050.77985
FNO-FTFrequency Group=HF50, Training Protocol=Fine-tuned2026.050.78387.4
FNO-JointFrequency Group=Overall, Training Protocol=Jointly trained2026.050.79783
FNO-FTFrequency Group=Overall, Training Protocol=Fine-tuned2026.050.83784.3
CFM-JointFrequency Group=HF20, Training Protocol=Jointly trained2026.050.85265.3
CFM-JointFrequency Group=Overall, Training Protocol=Jointly trained2026.050.89353.1
CFM-JointFrequency Group=HF50, Training Protocol=Jointly trained2026.050.89554.3
FNO-JointFrequency Group=HF100, Training Protocol=Jointly trained2026.050.89973.7
HNO-FTFrequency Group=HF50, Training Protocol=Fine-tuned2026.050.90982.1
HNO-JointFrequency Group=HF20, Training Protocol=Jointly trained2026.050.9385.3
CFM-JointFrequency Group=HF100, Training Protocol=Jointly trained2026.050.9339.7
FNO-FTFrequency Group=HF100, Training Protocol=Fine-tuned2026.050.96675.9
HNO-FTFrequency Group=Overall, Training Protocol=Fine-tuned2026.050.9879.6
HNO-JointFrequency Group=HF50, Training Protocol=Jointly trained2026.051.00679.4
HNO-JointFrequency Group=Overall, Training Protocol=Jointly trained2026.051.11277
HNO-FTFrequency Group=HF100, Training Protocol=Fine-tuned2026.051.27669.6
HNO-JointFrequency Group=HF100, Training Protocol=Jointly trained2026.051.40166.2
FNO-LFFrequency Group=HF20, Training Protocol=Direct LF extrapolation2026.051.61116.9
FNO-LFFrequency Group=HF50, Training Protocol=Direct LF extrapolation2026.051.6869.8
FNO-LFFrequency Group=Overall, Training Protocol=Direct LF extrapolation2026.051.85310.6
FNO-LFFrequency Group=HF100, Training Protocol=Direct LF extrapolation2026.052.2615
HNO-LFFrequency Group=HF20, Training Protocol=Direct LF extrapolation2026.052.9899.7
HNO-LFFrequency Group=HF50, Training Protocol=Direct LF extrapolation2026.053.7434.2
HNO-LFFrequency Group=Overall, Training Protocol=Direct LF extrapolation2026.054.1235.7
HNO-LFFrequency Group=HF100, Training Protocol=Direct LF extrapolation2026.055.6373.2