Fluid Dynamics Prediction on Dam (test)
0.0137MAELLM4Fluid + LoRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLM4Fluid + LoRAType=LLM, Trainable Parameters (MB)=5.0252026.01 | 0.0137 | 0.0008 | |
| LLM4FluidType=LLM, Trainable Parameters (MB)=1.0252026.01 | 0.015 | 0.0009 | |
| ConvTimeNetType=CNN, Trainable Parameters (MB)=1.6872026.01 | 0.0157 | 0.0011 | |
| CASAType=Transformer, Trainable Parameters (MB)=1.9112026.01 | 0.0209 | 0.0019 | |
| Mamba2Type=Mamba, Trainable Parameters (MB)=1.5852026.01 | 0.0219 | 0.0028 | |
| Time-LLMType=LLM, Trainable Parameters (MB)=2.7082026.01 | 0.0224 | 0.0023 | |
| SOFTSType=MLP, Trainable Parameters (MB)=1.6582026.01 | 0.0276 | 0.0044 | |
| TimeBridgeType=Transformer, Trainable Parameters (MB)=1.7042026.01 | 0.0292 | 0.0054 | |
| xLSTMType=RNN, Trainable Parameters (MB)=1.5922026.01 | 0.0293 | 0.0047 | |
| HDMixerType=MLP, Trainable Parameters (MB)=1.6272026.01 | 0.0298 | 0.005 | |
| TimeMixerType=MLP, Trainable Parameters (MB)=1.7172026.01 | 0.0301 | 0.005 | |
| CrossLinearType=MLP, Trainable Parameters (MB)=1.7092026.01 | 0.0301 | 0.0051 | |
| TimeKANType=KAN, Trainable Parameters (MB)=1.7782026.01 | 0.0304 | 0.0051 | |
| FilterTSType=MLP, Trainable Parameters (MB)=1.6912026.01 | 0.0331 | 0.0059 | |
| WPMixerType=MLP, Trainable Parameters (MB)=1.5762026.01 | 0.0338 | 0.0056 | |
| TimeXerType=Transformer, Trainable Parameters (MB)=1.612026.01 | 0.0342 | 0.0062 | |
| LSTMType=RNN, Trainable Parameters (MB)=1.3772026.01 | 0.0345 | 0.0063 | |
| MambaType=Mamba, Trainable Parameters (MB)=1.5592026.01 | 0.05 | 0.011 | |
| GPT4TSType=LLM, Trainable Parameters (MB)=3.4572026.01 | 0.0536 | 0.0112 | |
| iTransformerType=Transformer, Trainable Parameters (MB)=1.552026.01 | 0.1569 | 0.0643 |