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ResearchFormerly WizWand

Operator Learning on FNO-ν 1e-5

1.45L2 Relative ErrorAOT-POT-M
0.7165.670510.62515.5795May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AOT-POT-MParams=124M, Evaluation Protocol=Fine-tuned2026.051.45
AOT-POT-SParams=31M, Evaluation Protocol=Fine-tuned2026.052.23
DPOT-MParams=122M, Evaluation Protocol=Fine-tuned2026.052.29
MoE-POT-MParams=288M, Evaluation Protocol=Fine-tuned2026.052.39
AOT-POT-TParams=7M, Evaluation Protocol=Fine-tuned2026.053.02
AOT-POT-MParams=124M, Evaluation Protocol=Zero-shot2026.053.12
DPOT-SParams=30M, Evaluation Protocol=Fine-tuned2026.053.22
MoE-POT-SParams=90M, Evaluation Protocol=Fine-tuned2026.053.55
AOT-POT-SParams=31M, Evaluation Protocol=Zero-shot2026.053.76
MoE-POT-MParams=288M, Evaluation Protocol=Zero-shot2026.053.85
DPOT-MParams=122M, Evaluation Protocol=Zero-shot2026.054.09
DPOT-TParams=7M, Evaluation Protocol=Fine-tuned2026.055.2
MoE-POT-SParams=90M, Evaluation Protocol=Zero-shot2026.055.27
DPOT-SParams=30M, Evaluation Protocol=Zero-shot2026.055.53
MoE-POT-TParams=17M, Evaluation Protocol=Fine-tuned2026.055.88
AOT-POT-TParams=7M, Evaluation Protocol=Zero-shot2026.056.1
MoE-POT-TParams=17M, Evaluation Protocol=Zero-shot2026.059.65
DPOT-TParams=7M, Evaluation Protocol=Zero-shot2026.059.76
FNO-mParams=7M, Evaluation Protocol=Zero-shot2026.0511.6
FFNOParams=1.3M, Evaluation Protocol=Individually trained2026.0512.1
GK-TParams=1.6M, Evaluation Protocol=Individually trained2026.0513.4
FNOParams=0.5M, Evaluation Protocol=Individually trained2026.0515.6
GNOTParams=1.8M, Evaluation Protocol=Individually trained2026.0515.7
OformerParams=1.9M, Evaluation Protocol=Individually trained2026.0517.1
UNetParams=25M, Evaluation Protocol=Individually trained2026.0519.8