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ResearchFormerly WizWand

Operator Learning on FNO-ν 1e-3

0.0018L2REAOT-POT-M
0.0009020.0070290.0131550.019281May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AOT-POT-MParams=124M, Evaluation Protocol=Fine-tuned2026.050.0018
AOT-POT-SParams=31M, Evaluation Protocol=Fine-tuned2026.050.0022
AOT-POT-MParams=124M, Evaluation Protocol=Zero-shot2026.050.0024
AOT-POT-TParams=7M, Evaluation Protocol=Fine-tuned2026.050.0028
AOT-POT-SParams=31M, Evaluation Protocol=Zero-shot2026.050.0029
MoE-POT-MParams=288M, Evaluation Protocol=Fine-tuned2026.050.0031
DPOT-MParams=122M, Evaluation Protocol=Fine-tuned2026.050.0034
MoE-POT-SParams=90M, Evaluation Protocol=Fine-tuned2026.050.0042
DPOT-SParams=30M, Evaluation Protocol=Fine-tuned2026.050.0044
MoE-POT-MParams=288M, Evaluation Protocol=Zero-shot2026.050.0044
DPOT-MParams=122M, Evaluation Protocol=Zero-shot2026.050.0047
MoE-POT-TParams=17M, Evaluation Protocol=Fine-tuned2026.050.0055
DPOT-TParams=7M, Evaluation Protocol=Fine-tuned2026.050.0058
AOT-POT-TParams=7M, Evaluation Protocol=Zero-shot2026.050.006
MoE-POT-TParams=17M, Evaluation Protocol=Zero-shot2026.050.009
DPOT-TParams=7M, Evaluation Protocol=Zero-shot2026.050.0095
GK-TParams=1.6M, Evaluation Protocol=Individually trained2026.050.0098
FFNOParams=1.3M, Evaluation Protocol=Individually trained2026.050.0099
OformerParams=1.9M, Evaluation Protocol=Individually trained2026.050.0104
GNOTParams=1.8M, Evaluation Protocol=Individually trained2026.050.0125
MoE-POT-SParams=90M, Evaluation Protocol=Zero-shot2026.050.0126
FNOParams=0.5M, Evaluation Protocol=Individually trained2026.050.0128
DPOT-SParams=30M, Evaluation Protocol=Zero-shot2026.050.0131
FNO-mParams=7M, Evaluation Protocol=Zero-shot2026.050.0156
UNetParams=25M, Evaluation Protocol=Individually trained2026.050.0245