Time Series Forecasting on ETTm2 (MSE (L), MSE (T), MSE (C))
0.186MSE (Long-term)Full Data
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Full DataBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.186 | 0.185 | 0.177 | |
| Full DataBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.186 | 0.185 | 0.177 | |
| Full DataBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.186 | 0.185 | 0.177 | |
| HDTBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.211 | 0.205 | 0.201 | |
| HDTBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.211 | 0.199 | 0.2 | |
| CondTSFBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.223 | 0.209 | 0.204 | |
| CondTSFBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.236 | 0.2 | 0.199 | |
| HDTBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.251 | 0.204 | 0.198 | |
| CondTSFBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.349 | 0.248 | 0.23 | |
| TESLABackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.428 | 0.231 | 0.22 | |
| MTTBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.702 | 0.257 | 0.248 | |
| RandomBackbone=DLinear, Synthetic data size (M)=3842026.03 | 1.504 | 0.256 | 0.234 | |
| RandomBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 1.504 | 0.256 | 0.234 | |
| RandomBackbone=xPatch, Synthetic data size (M)=3842026.03 | 1.504 | 0.256 | 0.234 | |
| DCBackbone=DLinear, Synthetic data size (M)=3842026.03 | 1.67 | 0.266 | 0.234 | |
| DCBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 2.472 | 0.255 | 0.232 | |
| DCBackbone=xPatch, Synthetic data size (M)=3842026.03 | 2.477 | 0.25 | 0.23 | |
| TESLABackbone=xPatch, Synthetic data size (M)=3842026.03 | 3.439 | 0.207 | 0.203 | |
| MTTBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 4.475 | 0.251 | 0.228 | |
| MTTBackbone=xPatch, Synthetic data size (M)=3842026.03 | 5.021 | 0.24 | 0.229 | |
| TESLABackbone=iTransformer, Synthetic data size (M)=3842026.03 | 5.028 | 0.204 | 0.205 |