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ResearchFormerly WizWand

Operator Learning on PDEBench DR

0.0064L2REAOT-POT-M
0.0018770.0325430.063210.093877May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AOT-POT-MParams=124M, Evaluation Protocol=Fine-tuned2026.050.0064
AOT-POT-SParams=31M, Evaluation Protocol=Fine-tuned2026.050.0069
MoE-POT-MParams=288M, Evaluation Protocol=Fine-tuned2026.050.0096
MPP-LParams=400M, Evaluation Protocol=Zero-shot2026.050.0098
DPOT-MParams=122M, Evaluation Protocol=Fine-tuned2026.050.0103
AOT-POT-TParams=7M, Evaluation Protocol=Fine-tuned2026.050.0106
MPP-SParams=30M, Evaluation Protocol=Zero-shot2026.050.0112
MoE-POT-SParams=90M, Evaluation Protocol=Fine-tuned2026.050.0123
DPOT-SParams=30M, Evaluation Protocol=Fine-tuned2026.050.0129
MoE-POT-TParams=17M, Evaluation Protocol=Fine-tuned2026.050.014
AOT-POT-SParams=31M, Evaluation Protocol=Zero-shot2026.050.0146
DPOT-TParams=7M, Evaluation Protocol=Fine-tuned2026.050.0148
MPP-TiParams=7M, Evaluation Protocol=Zero-shot2026.050.0168
AOT-POT-MParams=124M, Evaluation Protocol=Zero-shot2026.050.0186
OformerParams=1.9M, Evaluation Protocol=Individually trained2026.050.0192
AOT-POT-TParams=7M, Evaluation Protocol=Zero-shot2026.050.0241
MoE-POT-MParams=288M, Evaluation Protocol=Zero-shot2026.050.0276
DPOT-MParams=122M, Evaluation Protocol=Zero-shot2026.050.0292
MoE-POT-TParams=17M, Evaluation Protocol=Zero-shot2026.050.031
GNOTParams=1.8M, Evaluation Protocol=Individually trained2026.050.0311
FNO-mParams=7M, Evaluation Protocol=Zero-shot2026.050.0321
DPOT-TParams=7M, Evaluation Protocol=Zero-shot2026.050.0321
MoE-POT-SParams=90M, Evaluation Protocol=Zero-shot2026.050.0354
GK-TParams=1.6M, Evaluation Protocol=Individually trained2026.050.0359
DPOT-SParams=30M, Evaluation Protocol=Zero-shot2026.050.0379
FFNOParams=1.3M, Evaluation Protocol=Individually trained2026.050.0571
UNetParams=25M, Evaluation Protocol=Individually trained2026.050.0971
FNOParams=0.5M, Evaluation Protocol=Individually trained2026.050.12