Fluid Dynamics Prediction on Cavity (test)
0.0058MAELLM4Fluid + LoRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLM4Fluid + LoRAType=LLM, Trainable Parameters (MB)=5.0252026.01 | 0.0058 | 0.0001 | |
| LLM4FluidType=LLM, Trainable Parameters (MB)=1.0252026.01 | 0.0059 | 0.0001 | |
| HDMixerType=MLP, Trainable Parameters (MB)=1.6272026.01 | 0.0062 | 0.0001 | |
| Mamba2Type=Mamba, Trainable Parameters (MB)=1.5852026.01 | 0.0064 | 0.0001 | |
| Time-LLMType=LLM, Trainable Parameters (MB)=2.7082026.01 | 0.0066 | 0.0001 | |
| ConvTimeNetType=CNN, Trainable Parameters (MB)=1.6872026.01 | 0.0071 | 0.0001 | |
| SOFTSType=MLP, Trainable Parameters (MB)=1.6582026.01 | 0.0072 | 0.0001 | |
| TimeMixerType=MLP, Trainable Parameters (MB)=1.7172026.01 | 0.0081 | 0.0002 | |
| TimeKANType=KAN, Trainable Parameters (MB)=1.7782026.01 | 0.0083 | 0.0002 | |
| GPT4TSType=LLM, Trainable Parameters (MB)=3.4572026.01 | 0.0083 | 0.0002 | |
| CrossLinearType=MLP, Trainable Parameters (MB)=1.7092026.01 | 0.0089 | 0.0002 | |
| TimeBridgeType=Transformer, Trainable Parameters (MB)=1.7042026.01 | 0.0094 | 0.0003 | |
| FilterTSType=MLP, Trainable Parameters (MB)=1.6912026.01 | 0.0099 | 0.0003 | |
| LSTMType=RNN, Trainable Parameters (MB)=1.3772026.01 | 0.0108 | 0.0003 | |
| xLSTMType=RNN, Trainable Parameters (MB)=1.5922026.01 | 0.0169 | 0.0008 | |
| TimeXerType=Transformer, Trainable Parameters (MB)=1.612026.01 | 0.0219 | 0.0019 | |
| MambaType=Mamba, Trainable Parameters (MB)=1.5592026.01 | 0.0225 | 0.0022 | |
| CASAType=Transformer, Trainable Parameters (MB)=1.9112026.01 | 0.0265 | 0.0037 | |
| WPMixerType=MLP, Trainable Parameters (MB)=1.5762026.01 | 0.0276 | 0.0058 | |
| iTransformerType=Transformer, Trainable Parameters (MB)=1.552026.01 | 0.2173 | 0.1203 |