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ResearchFormerly WizWand

Neural Operator Learning on StepHeat

0.0533Relative L2 ErrorDeepONet
0.0425360.1151930.187850.260507May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DeepONets=0.662026.050.05330.2384
UFOs=0.662026.050.05340.2875
DeepONets=0.482026.050.10260.2837
DeepONets=0.522026.050.10280.2834
UFOs=0.322026.050.1070.3413
UFOs=0.482026.050.10780.3431
UFOs=0.522026.050.10830.3436
UFOs=0.392026.050.1090.1734
UFOs=0.412026.050.11170.1835
DeepONets=0.322026.050.12560.3186
FNOs=0.662026.050.16050.5836
DeepONets=0.392026.050.20720.2491
FNOs=0.522026.050.22310.5549
FNOs=0.482026.050.22760.5682
FNOs=0.322026.050.2360.6248
DeepONets=0.412026.050.24340.2801
FNOs=0.392026.050.3210.4381
FNOs=0.412026.050.32240.4613