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ResearchFormerly WizWand

Operator Learning on PDEBench CNS (η=0.1, ζ=0.01)

0.0032L2 Relative ErrorAOT-POT-M
-0.0109210.0845970.1801150.275633May 15, 2026
Updated 6mo ago

Evaluation results

MethodLinks
AOT-POT-MParams=124M, Evaluation Protocol=Fine-tuned2026.050.0032
AOT-POT-SParams=31M, Evaluation Protocol=Fine-tuned2026.050.0036
AOT-POT-TParams=7M, Evaluation Protocol=Fine-tuned2026.050.0039
MoE-POT-MParams=288M, Evaluation Protocol=Fine-tuned2026.050.009
DPOT-MParams=122M, Evaluation Protocol=Fine-tuned2026.050.0095
AOT-POT-MParams=124M, Evaluation Protocol=Zero-shot2026.050.0095
AOT-POT-SParams=31M, Evaluation Protocol=Zero-shot2026.050.0097
MoE-POT-SParams=90M, Evaluation Protocol=Fine-tuned2026.050.0118
MoE-POT-MParams=288M, Evaluation Protocol=Zero-shot2026.050.0121
DPOT-SParams=30M, Evaluation Protocol=Fine-tuned2026.050.0126
DPOT-MParams=122M, Evaluation Protocol=Zero-shot2026.050.0129
AOT-POT-TParams=7M, Evaluation Protocol=Zero-shot2026.050.013
MoE-POT-TParams=17M, Evaluation Protocol=Fine-tuned2026.050.0131
DPOT-TParams=7M, Evaluation Protocol=Fine-tuned2026.050.0138
MoE-POT-SParams=90M, Evaluation Protocol=Zero-shot2026.050.0181
DPOT-SParams=30M, Evaluation Protocol=Zero-shot2026.050.0188
OformerParams=1.9M, Evaluation Protocol=Individually trained2026.050.0205
MoE-POT-TParams=17M, Evaluation Protocol=Zero-shot2026.050.0215
DPOT-TParams=7M, Evaluation Protocol=Zero-shot2026.050.022
GNOTParams=1.8M, Evaluation Protocol=Individually trained2026.050.0341
GK-TParams=1.6M, Evaluation Protocol=Individually trained2026.050.0366
FFNOParams=1.3M, Evaluation Protocol=Individually trained2026.050.0452
FNO-mParams=7M, Evaluation Protocol=Zero-shot2026.050.076
FNOParams=0.5M, Evaluation Protocol=Individually trained2026.050.17
UNetParams=25M, Evaluation Protocol=Individually trained2026.050.357