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ResearchFormerly WizWand

Operator Learning on PDEBench SWE

0.0007L2 Relative Error (L2RE)AOT-POT-M
-0.0013350.0125370.026410.040283May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AOT-POT-MParams=124M, Evaluation Protocol=Fine-tuned2026.050.0007
AOT-POT-SParams=31M, Evaluation Protocol=Fine-tuned2026.050.0012
AOT-POT-TParams=7M, Evaluation Protocol=Fine-tuned2026.050.0015
AOT-POT-MParams=124M, Evaluation Protocol=Zero-shot2026.050.002
MPP-LParams=400M, Evaluation Protocol=Zero-shot2026.050.0022
MoE-POT-MParams=288M, Evaluation Protocol=Fine-tuned2026.050.0022
MoE-POT-SParams=90M, Evaluation Protocol=Fine-tuned2026.050.0022
DPOT-MParams=122M, Evaluation Protocol=Fine-tuned2026.050.0023
MoE-POT-TParams=17M, Evaluation Protocol=Fine-tuned2026.050.0023
DPOT-SParams=30M, Evaluation Protocol=Fine-tuned2026.050.0024
MPP-SParams=30M, Evaluation Protocol=Zero-shot2026.050.0024
DPOT-TParams=7M, Evaluation Protocol=Fine-tuned2026.050.0024
AOT-POT-SParams=31M, Evaluation Protocol=Zero-shot2026.050.0027
MoE-POT-MParams=288M, Evaluation Protocol=Zero-shot2026.050.0028
DPOT-MParams=122M, Evaluation Protocol=Zero-shot2026.050.0029
AOT-POT-TParams=7M, Evaluation Protocol=Zero-shot2026.050.0043
FNOParams=0.5M, Evaluation Protocol=Individually trained2026.050.0044
MoE-POT-TParams=17M, Evaluation Protocol=Zero-shot2026.050.0053
DPOT-TParams=7M, Evaluation Protocol=Zero-shot2026.050.0056
MoE-POT-SParams=90M, Evaluation Protocol=Zero-shot2026.050.0063
DPOT-SParams=30M, Evaluation Protocol=Zero-shot2026.050.0066
MPP-TiParams=7M, Evaluation Protocol=Zero-shot2026.050.0066
GNOTParams=1.8M, Evaluation Protocol=Individually trained2026.050.0068
GK-TParams=1.6M, Evaluation Protocol=Individually trained2026.050.0069
OformerParams=1.9M, Evaluation Protocol=Individually trained2026.050.0072
FNO-mParams=7M, Evaluation Protocol=Zero-shot2026.050.0091
FFNOParams=1.3M, Evaluation Protocol=Individually trained2026.050.0116
UNetParams=25M, Evaluation Protocol=Individually trained2026.050.0521