Fine-tuning on 1D Convection-Diffusion-Reaction (CDR) Equation (test)
2.5Test LossMODE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MODEParam. (K)=0.5, Rank=42026.03 | 2.5 | 1.2 | |
| OFTParam. (K)=3.7, Rank=42026.03 | 12.28 | 0.02 | |
| (IA)3Param. (K)=0.6, Rank=42026.03 | 17.04 | 0.11 | |
| FourierFTParam. (K)=1.3, Rank=42026.03 | 17.25 | 0.04 | |
| LoRA-FAParam. (K)=1.3, Rank=42026.03 | 19.23 | 0.04 | |
| LoKrParam. (K)=0.8, Rank=42026.03 | 19.47 | 0.06 | |
| SVDParam. (K)=0.6, Rank=42026.03 | 19.51 | 0.09 | |
| AdaLoRAParam. (K)=6.4, Rank=42026.03 | 19.57 | 0.01 | |
| LoRAParam. (K)=2.3, Rank=42026.03 | 19.81 | 0.02 | |
| DoSVFTParam. (K)=0.6, Rank=42026.03 | 19.86 | 0.08 | |
| DoRAParam. (K)=2.5, Rank=42026.03 | 19.9 | 0.02 | |
| EDoRAParam. (K)=0.6, Rank=42026.03 | 20.4 | 0.08 | |
| SpectralParam. (K)=2.3, Rank=42026.03 | 22.52 | 0.02 | |
| SHOFTParam. (K)=2.5, Rank=42026.03 | 26.14 | 0.02 |