Operator Learning on PDEBench DR
0.0064L2REAOT-POT-M
Evaluation Results
| Method | Links | |
|---|---|---|
| AOT-POT-MParams=124M, Evaluation Protocol=Fine-tuned2026.05 | 0.0064 | |
| AOT-POT-SParams=31M, Evaluation Protocol=Fine-tuned2026.05 | 0.0069 | |
| MoE-POT-MParams=288M, Evaluation Protocol=Fine-tuned2026.05 | 0.0096 | |
| MPP-LParams=400M, Evaluation Protocol=Zero-shot2026.05 | 0.0098 | |
| DPOT-MParams=122M, Evaluation Protocol=Fine-tuned2026.05 | 0.0103 | |
| AOT-POT-TParams=7M, Evaluation Protocol=Fine-tuned2026.05 | 0.0106 | |
| MPP-SParams=30M, Evaluation Protocol=Zero-shot2026.05 | 0.0112 | |
| MoE-POT-SParams=90M, Evaluation Protocol=Fine-tuned2026.05 | 0.0123 | |
| DPOT-SParams=30M, Evaluation Protocol=Fine-tuned2026.05 | 0.0129 | |
| MoE-POT-TParams=17M, Evaluation Protocol=Fine-tuned2026.05 | 0.014 | |
| AOT-POT-SParams=31M, Evaluation Protocol=Zero-shot2026.05 | 0.0146 | |
| DPOT-TParams=7M, Evaluation Protocol=Fine-tuned2026.05 | 0.0148 | |
| MPP-TiParams=7M, Evaluation Protocol=Zero-shot2026.05 | 0.0168 | |
| AOT-POT-MParams=124M, Evaluation Protocol=Zero-shot2026.05 | 0.0186 | |
| OformerParams=1.9M, Evaluation Protocol=Individually trained2026.05 | 0.0192 | |
| AOT-POT-TParams=7M, Evaluation Protocol=Zero-shot2026.05 | 0.0241 | |
| MoE-POT-MParams=288M, Evaluation Protocol=Zero-shot2026.05 | 0.0276 | |
| DPOT-MParams=122M, Evaluation Protocol=Zero-shot2026.05 | 0.0292 | |
| MoE-POT-TParams=17M, Evaluation Protocol=Zero-shot2026.05 | 0.031 | |
| GNOTParams=1.8M, Evaluation Protocol=Individually trained2026.05 | 0.0311 | |
| FNO-mParams=7M, Evaluation Protocol=Zero-shot2026.05 | 0.0321 | |
| DPOT-TParams=7M, Evaluation Protocol=Zero-shot2026.05 | 0.0321 | |
| MoE-POT-SParams=90M, Evaluation Protocol=Zero-shot2026.05 | 0.0354 | |
| GK-TParams=1.6M, Evaluation Protocol=Individually trained2026.05 | 0.0359 | |
| DPOT-SParams=30M, Evaluation Protocol=Zero-shot2026.05 | 0.0379 | |
| FFNOParams=1.3M, Evaluation Protocol=Individually trained2026.05 | 0.0571 | |
| UNetParams=25M, Evaluation Protocol=Individually trained2026.05 | 0.0971 | |
| FNOParams=0.5M, Evaluation Protocol=Individually trained2026.05 | 0.12 |