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ResearchFormerly WizWand

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

0.0079L2 Relative Error (L2RE)AOT-POT-M
-0.0145650.1369380.288440.439942May 15, 2026
Updated 6mo ago

Evaluation results

MethodLinks
AOT-POT-MParams=124M, Evaluation Protocol=Zero-shot2026.050.0079
MoE-POT-MParams=288M, Evaluation Protocol=Zero-shot2026.050.0083
AOT-POT-SParams=31M, Evaluation Protocol=Zero-shot2026.050.0083
DPOT-MParams=122M, Evaluation Protocol=Zero-shot2026.050.0087
AOT-POT-TParams=7M, Evaluation Protocol=Zero-shot2026.050.0088
AOT-POT-SParams=31M, Evaluation Protocol=Fine-tuned2026.050.0091
MoE-POT-SParams=90M, Evaluation Protocol=Zero-shot2026.050.0113
DPOT-SParams=30M, Evaluation Protocol=Zero-shot2026.050.0119
AOT-POT-TParams=7M, Evaluation Protocol=Fine-tuned2026.050.012
MoE-POT-TParams=17M, Evaluation Protocol=Zero-shot2026.050.0126
DPOT-TParams=7M, Evaluation Protocol=Zero-shot2026.050.0132
MoE-POT-SParams=90M, Evaluation Protocol=Fine-tuned2026.050.0145
DPOT-SParams=30M, Evaluation Protocol=Fine-tuned2026.050.0152
MoE-POT-MParams=288M, Evaluation Protocol=Fine-tuned2026.050.0152
AOT-POT-MParams=124M, Evaluation Protocol=Fine-tuned2026.050.0158
DPOT-MParams=122M, Evaluation Protocol=Fine-tuned2026.050.0161
MoE-POT-TParams=17M, Evaluation Protocol=Fine-tuned2026.050.0163
DPOT-TParams=7M, Evaluation Protocol=Fine-tuned2026.050.0174
GNOTParams=1.8M, Evaluation Protocol=Individually trained2026.050.0228
OformerParams=1.9M, Evaluation Protocol=Individually trained2026.050.0254
GK-TParams=1.6M, Evaluation Protocol=Individually trained2026.050.0274
FFNOParams=1.3M, Evaluation Protocol=Individually trained2026.050.162
FNO-mParams=7M, Evaluation Protocol=Zero-shot2026.050.23
FNOParams=0.5M, Evaluation Protocol=Individually trained2026.050.36
UNetParams=25M, Evaluation Protocol=Individually trained2026.050.569