Operator Learning on PDEBench SWE
0.0007L2 Relative Error (L2RE)AOT-POT-M
Evaluation Results
| Method | Links | |
|---|---|---|
| AOT-POT-MParams=124M, Evaluation Protocol=Fine-tuned2026.05 | 0.0007 | |
| AOT-POT-SParams=31M, Evaluation Protocol=Fine-tuned2026.05 | 0.0012 | |
| AOT-POT-TParams=7M, Evaluation Protocol=Fine-tuned2026.05 | 0.0015 | |
| AOT-POT-MParams=124M, Evaluation Protocol=Zero-shot2026.05 | 0.002 | |
| MPP-LParams=400M, Evaluation Protocol=Zero-shot2026.05 | 0.0022 | |
| MoE-POT-MParams=288M, Evaluation Protocol=Fine-tuned2026.05 | 0.0022 | |
| MoE-POT-SParams=90M, Evaluation Protocol=Fine-tuned2026.05 | 0.0022 | |
| DPOT-MParams=122M, Evaluation Protocol=Fine-tuned2026.05 | 0.0023 | |
| MoE-POT-TParams=17M, Evaluation Protocol=Fine-tuned2026.05 | 0.0023 | |
| DPOT-SParams=30M, Evaluation Protocol=Fine-tuned2026.05 | 0.0024 | |
| MPP-SParams=30M, Evaluation Protocol=Zero-shot2026.05 | 0.0024 | |
| DPOT-TParams=7M, Evaluation Protocol=Fine-tuned2026.05 | 0.0024 | |
| AOT-POT-SParams=31M, Evaluation Protocol=Zero-shot2026.05 | 0.0027 | |
| MoE-POT-MParams=288M, Evaluation Protocol=Zero-shot2026.05 | 0.0028 | |
| DPOT-MParams=122M, Evaluation Protocol=Zero-shot2026.05 | 0.0029 | |
| AOT-POT-TParams=7M, Evaluation Protocol=Zero-shot2026.05 | 0.0043 | |
| FNOParams=0.5M, Evaluation Protocol=Individually trained2026.05 | 0.0044 | |
| MoE-POT-TParams=17M, Evaluation Protocol=Zero-shot2026.05 | 0.0053 | |
| DPOT-TParams=7M, Evaluation Protocol=Zero-shot2026.05 | 0.0056 | |
| MoE-POT-SParams=90M, Evaluation Protocol=Zero-shot2026.05 | 0.0063 | |
| DPOT-SParams=30M, Evaluation Protocol=Zero-shot2026.05 | 0.0066 | |
| MPP-TiParams=7M, Evaluation Protocol=Zero-shot2026.05 | 0.0066 | |
| GNOTParams=1.8M, Evaluation Protocol=Individually trained2026.05 | 0.0068 | |
| GK-TParams=1.6M, Evaluation Protocol=Individually trained2026.05 | 0.0069 | |
| OformerParams=1.9M, Evaluation Protocol=Individually trained2026.05 | 0.0072 | |
| FNO-mParams=7M, Evaluation Protocol=Zero-shot2026.05 | 0.0091 | |
| FFNOParams=1.3M, Evaluation Protocol=Individually trained2026.05 | 0.0116 | |
| UNetParams=25M, Evaluation Protocol=Individually trained2026.05 | 0.0521 |