Fine-tuning on 1D Convection-Diffusion-Reaction (CDR) Equation (train)
2.34Train LossMODE
Evaluation results
| Method | Links | |
|---|---|---|
| MODEParam. (K)=0.5, Rank=42026.03 | 2.34 | |
| OFTParam. (K)=3.7, Rank=42026.03 | 12.61 | |
| (IA)3Param. (K)=0.6, Rank=42026.03 | 14.92 | |
| FourierFTParam. (K)=1.3, Rank=42026.03 | 17.56 | |
| LoRA-FAParam. (K)=1.3, Rank=42026.03 | 19.3 | |
| DoRAParam. (K)=2.5, Rank=42026.03 | 19.4 | |
| SVDParam. (K)=0.6, Rank=42026.03 | 19.41 | |
| LoKrParam. (K)=0.8, Rank=42026.03 | 19.59 | |
| AdaLoRAParam. (K)=6.4, Rank=42026.03 | 19.6 | |
| SpectralParam. (K)=2.3, Rank=42026.03 | 19.63 | |
| LoRAParam. (K)=2.3, Rank=42026.03 | 19.82 | |
| EDoRAParam. (K)=0.6, Rank=42026.03 | 20.26 | |
| DoSVFTParam. (K)=0.6, Rank=42026.03 | 21.75 | |
| SHOFTParam. (K)=2.5, Rank=42026.03 | 22.57 |