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ResearchFormerly WizWand

Operator Learning on PDEArena NS-cond

0.152L2REAOT-POT-M
0.1340.25550.3770.4985May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AOT-POT-MParams=124M, Evaluation Protocol=Fine-tuned2026.050.152
MoE-POT-MParams=288M, Evaluation Protocol=Fine-tuned2026.050.163
AOT-POT-SParams=31M, Evaluation Protocol=Fine-tuned2026.050.17
DPOT-MParams=122M, Evaluation Protocol=Fine-tuned2026.050.172
AOT-POT-TParams=7M, Evaluation Protocol=Fine-tuned2026.050.218
AOT-POT-MParams=124M, Evaluation Protocol=Zero-shot2026.050.242
MoE-POT-SParams=90M, Evaluation Protocol=Fine-tuned2026.050.259
AOT-POT-SParams=31M, Evaluation Protocol=Zero-shot2026.050.261
MoE-POT-MParams=288M, Evaluation Protocol=Zero-shot2026.050.262
MoE-POT-TParams=17M, Evaluation Protocol=Fine-tuned2026.050.263
DPOT-SParams=30M, Evaluation Protocol=Fine-tuned2026.050.268
DPOT-MParams=122M, Evaluation Protocol=Zero-shot2026.050.276
DPOT-TParams=7M, Evaluation Protocol=Fine-tuned2026.050.28
MoE-POT-SParams=90M, Evaluation Protocol=Zero-shot2026.050.298
DPOT-SParams=30M, Evaluation Protocol=Zero-shot2026.050.316
FNOParams=0.5M, Evaluation Protocol=Individually trained2026.050.319
GNOTParams=1.8M, Evaluation Protocol=Individually trained2026.050.325
OformerParams=1.9M, Evaluation Protocol=Individually trained2026.050.332
UNetParams=25M, Evaluation Protocol=Individually trained2026.050.337
AOT-POT-TParams=7M, Evaluation Protocol=Zero-shot2026.050.345
MoE-POT-TParams=17M, Evaluation Protocol=Zero-shot2026.050.367
FNO-mParams=7M, Evaluation Protocol=Zero-shot2026.050.384
DPOT-TParams=7M, Evaluation Protocol=Zero-shot2026.050.384
GK-TParams=1.6M, Evaluation Protocol=Individually trained2026.050.423
FFNOParams=1.3M, Evaluation Protocol=Individually trained2026.050.602