Fluid Dynamics Prediction on High-Re (test)
0.0514MAELLM4Fluid + LoRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLM4Fluid + LoRAType=LLM, Trainable Parameters (MB)=5.0252026.01 | 0.0514 | 0.0058 | |
| LLM4FluidType=LLM, Trainable Parameters (MB)=1.0252026.01 | 0.0515 | 0.0059 | |
| LSTMType=RNN, Trainable Parameters (MB)=1.3772026.01 | 0.052 | 0.0061 | |
| Mamba2Type=Mamba, Trainable Parameters (MB)=1.5852026.01 | 0.0526 | 0.0063 | |
| FilterTSType=MLP, Trainable Parameters (MB)=1.6912026.01 | 0.0528 | 0.0063 | |
| HDMixerType=MLP, Trainable Parameters (MB)=1.6272026.01 | 0.0529 | 0.0062 | |
| TimeBridgeType=Transformer, Trainable Parameters (MB)=1.7042026.01 | 0.0541 | 0.0067 | |
| CASAType=Transformer, Trainable Parameters (MB)=1.9112026.01 | 0.0543 | 0.0065 | |
| SOFTSType=MLP, Trainable Parameters (MB)=1.6582026.01 | 0.0563 | 0.0072 | |
| TimeMixerType=MLP, Trainable Parameters (MB)=1.7172026.01 | 0.0566 | 0.0072 | |
| TimeKANType=KAN, Trainable Parameters (MB)=1.7782026.01 | 0.0572 | 0.0074 | |
| Time-LLMType=LLM, Trainable Parameters (MB)=2.7082026.01 | 0.0573 | 0.0074 | |
| CrossLinearType=MLP, Trainable Parameters (MB)=1.7092026.01 | 0.0574 | 0.0073 | |
| MambaType=Mamba, Trainable Parameters (MB)=1.5592026.01 | 0.0579 | 0.0073 | |
| TimeXerType=Transformer, Trainable Parameters (MB)=1.612026.01 | 0.0581 | 0.0076 | |
| GPT4TSType=LLM, Trainable Parameters (MB)=3.4572026.01 | 0.0753 | 0.0125 | |
| xLSTMType=RNN, Trainable Parameters (MB)=1.5922026.01 | 0.0768 | 0.0123 | |
| ConvTimeNetType=CNN, Trainable Parameters (MB)=1.6872026.01 | 0.1035 | 0.0438 | |
| WPMixerType=MLP, Trainable Parameters (MB)=1.5762026.01 | 0.1385 | 0.0461 | |
| iTransformerType=Transformer, Trainable Parameters (MB)=1.552026.01 | 0.3024 | 0.1766 |