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Fine-tuning on 1D Convection-Diffusion-Reaction (CDR) Equation (train)
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2.34
Train Loss
MODE
1.5308
6.9929
12.455
17.9171
Mar 14, 2026
Train Loss
Updated 1mo ago
Evaluation Results
Method
Method
Links
Train Loss
MODE
Param. (K)=0.5, Rank=4
2026.03
2.34
OFT
Param. (K)=3.7, Rank=4
2026.03
12.61
(IA)3
Param. (K)=0.6, Rank=4
2026.03
14.92
FourierFT
Param. (K)=1.3, Rank=4
2026.03
17.56
LoRA-FA
Param. (K)=1.3, Rank=4
2026.03
19.3
DoRA
Param. (K)=2.5, Rank=4
2026.03
19.4
SVD
Param. (K)=0.6, Rank=4
2026.03
19.41
LoKr
Param. (K)=0.8, Rank=4
2026.03
19.59
AdaLoRA
Param. (K)=6.4, Rank=4
2026.03
19.6
Spectral
Param. (K)=2.3, Rank=4
2026.03
19.63
LoRA
Param. (K)=2.3, Rank=4
2026.03
19.82
EDoRA
Param. (K)=0.6, Rank=4
2026.03
20.26
DoSVFT
Param. (K)=0.6, Rank=4
2026.03
21.75
SHOFT
Param. (K)=2.5, Rank=4
2026.03
22.57
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