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ResearchFormerly WizWand

PDE System Rollout Forecasting on Active Matter

0.587VRMSE (01:16)FMpixel
0.041723.722367.40311.08364May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FMpixel2026.050.5871.3991.033
Wavelet Flow MatchingNumber of Scales=3, Wavelet Basis=haar2026.050.8491.3251.019
Wavelet Flow MatchingNumber of Scales=3, Wavelet Basis=db22026.050.9341.3281.085
FMfourier2026.051.3021.1261.021
FNO2026.051.6823.2271.727
Wavelet Flow MatchingNumber of Scales=3, Wavelet Basis=db62026.052.3172.0881.275
Wavelet Flow MatchingNumber of Scales=1, Wavelet Basis=haar2026.052.8641.5471.074
Wavelet Flow MatchingNumber of Scales=3, Wavelet Basis=db42026.053.2242.2561.412
TFNO2026.054.4432.9681.525
WDNO2026.054.4812.1851.4
Wavelet Flow MatchingNumber of Scales=1, Wavelet Basis=db22026.055.6412.941.623
Wavelet Flow MatchingNumber of Scales=1, Wavelet Basis=db62026.056.7822.9321.567
WNO2026.0510.6694.3212.002
Wavelet Flow MatchingNumber of Scales=1, Wavelet Basis=db42026.0514.2195.5622.49