Fluid Dynamics Prediction on Low-Re (test)
0.0185MAELLM4Fluid
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLM4FluidType=LLM, Trainable Parameters (MB)=1.0252026.01 | 0.0185 | 0.0007 | |
| LLM4Fluid + LoRAType=LLM, Trainable Parameters (MB)=5.0252026.01 | 0.0185 | 0.0007 | |
| CASAType=Transformer, Trainable Parameters (MB)=1.9112026.01 | 0.0185 | 0.0007 | |
| TimeBridgeType=Transformer, Trainable Parameters (MB)=1.7042026.01 | 0.0185 | 0.0007 | |
| SOFTSType=MLP, Trainable Parameters (MB)=1.6582026.01 | 0.0185 | 0.0007 | |
| TimeXerType=Transformer, Trainable Parameters (MB)=1.612026.01 | 0.0187 | 0.0007 | |
| HDMixerType=MLP, Trainable Parameters (MB)=1.6272026.01 | 0.0187 | 0.0007 | |
| CrossLinearType=MLP, Trainable Parameters (MB)=1.7092026.01 | 0.0188 | 0.0007 | |
| TimeMixerType=MLP, Trainable Parameters (MB)=1.7172026.01 | 0.0188 | 0.0007 | |
| WPMixerType=MLP, Trainable Parameters (MB)=1.5762026.01 | 0.0189 | 0.0007 | |
| FilterTSType=MLP, Trainable Parameters (MB)=1.6912026.01 | 0.0195 | 0.0007 | |
| Mamba2Type=Mamba, Trainable Parameters (MB)=1.5852026.01 | 0.02 | 0.0008 | |
| Time-LLMType=LLM, Trainable Parameters (MB)=2.7082026.01 | 0.023 | 0.0011 | |
| LSTMType=RNN, Trainable Parameters (MB)=1.3772026.01 | 0.0233 | 0.0011 | |
| TimeKANType=KAN, Trainable Parameters (MB)=1.7782026.01 | 0.0235 | 0.0012 | |
| GPT4TSType=LLM, Trainable Parameters (MB)=3.4572026.01 | 0.0342 | 0.0028 | |
| ConvTimeNetType=CNN, Trainable Parameters (MB)=1.6872026.01 | 0.0483 | 0.0124 | |
| xLSTMType=RNN, Trainable Parameters (MB)=1.5922026.01 | 0.0586 | 0.0054 | |
| iTransformerType=Transformer, Trainable Parameters (MB)=1.552026.01 | 0.1404 | 0.0401 | |
| MambaType=Mamba, Trainable Parameters (MB)=1.5592026.01 | 0.2418 | 0.0882 |