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Spatiotemporal forecasting on Active Matter (test)

0.3162NRMSEMFFM (cascade)
-3.53995222.48907448.518174.547126May 15, 2026

Evaluation results

MethodLinks
MFFM (cascade)Input=LF solution2026.050.3162
DeepONet (residual)Input=LF solution2026.050.3441
Bilinear2026.050.3635
DeepONet (direct)Input=xi2026.050.7937
F-FNOInput=LF solution2026.051.311
FNO (residual)Input=LF solution2026.052.644
CNOInput=LF solution2026.059.396
PDE-RefinerInput=LF solution2026.059.89
FNO (direct)Input=xi2026.0596.72