Multi-variate long-term time series forecasting on Solar
0.139MSESAN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SANPrediction length (H)=962026.05 | 0.139 | 0.192 | |
| NS-TransformerPrediction length (H)=962026.05 | 0.154 | 0.177 | |
| SeesawNetPrediction length (H)=962026.05 | 0.158 | 0.201 | |
| TimeBridgePrediction length (H)=962026.05 | 0.163 | 0.216 | |
| SeesawNetPrediction length (H)=1922026.05 | 0.171 | 0.216 | |
| TimePerceiverPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.173 | 0.221 | |
| SANPrediction length (H)=1922026.05 | 0.175 | 0.225 | |
| DecompKANPrediction Horizon (H)=962026.04 | 0.176 | 0.227 | |
| TimeBridgePrediction length (H)=1922026.05 | 0.179 | 0.234 | |
| DDNPrediction length (H)=962026.05 | 0.18 | 0.23 | |
| NS-TransformerPrediction length (H)=1922026.05 | 0.182 | 0.217 | |
| SeesawNetPrediction length (H)=3362026.05 | 0.182 | 0.223 | |
| PatchTSTPrediction length (H)=962026.05 | 0.184 | 0.243 | |
| PDFPrediction length (H)=962026.05 | 0.185 | 0.255 | |
| U-mixerPrediction length (H)=962026.05 | 0.187 | 0.236 | |
| SANPrediction length (H)=3362026.05 | 0.188 | 0.241 | |
| PatchTSTPrediction length (H)=1922026.05 | 0.19 | 0.244 | |
| DualformerPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.191 | 0.239 | |
| TimeMixerPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.192 | 0.244 | |
| DecompKANPrediction Horizon (H)=1922026.04 | 0.192 | 0.245 | |
| TimeBridgePrediction length (H)=3362026.05 | 0.192 | 0.23 | |
| Crossformerforecast_horizon=Average of {96, 192, 336, 720}2024.04 | 0.193 | 0.249 | |
| DecompKANPrediction Horizon (H)=Avg2026.04 | 0.193 | 0.244 | |
| SeesawNetPrediction length (H)=7202026.05 | 0.193 | 0.232 | |
| FITSHorizon=96, Parameter(720)=41.76K2024.10 | 0.195 | — | |
| ATFNetforecast_horizon=Average of {96, 192, 336, 720}2024.04 | 0.198 | 0.261 | |
| TimePerceiverPrediction Length (H)=Avg, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.198 | 0.241 | |
| TQNetInput length (L)=96, Forecasting horizons (T)={96, 192, 336, 720}2025.12 | 0.198 | 0.256 | |
| DeformableTSTPrediction Length (H)=Avg, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.199 | 0.255 | |
| DecompKANPrediction Horizon (H)=3362026.04 | 0.199 | 0.25 | |
| DDNPrediction length (H)=1922026.05 | 0.199 | 0.253 | |
| PENGUINLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.2 | 0.253 | |
| NS-TransformerPrediction length (H)=3362026.05 | 0.2 | 0.225 | |
| PDFPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.203 | 0.248 | |
| iTransformerHorizon=96, Parameter(720)=7.04M2024.10 | 0.203 | — | |
| PatchTSTLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.203 | 0.265 | |
| DecompKANPrediction Horizon (H)=7202026.04 | 0.203 | 0.255 | |
| iTransformerPrediction Horizon (H)=962026.04 | 0.203 | 0.237 | |
| DDNPrediction length (H)=3362026.05 | 0.203 | 0.25 | |
| SANPrediction length (H)=7202026.05 | 0.203 | 0.25 | |
| TimeBridgePrediction length (H)=7202026.05 | 0.203 | 0.251 | |
| NS-TransformerPrediction length (H)=7202026.05 | 0.203 | 0.239 | |
| PatchTSTPrediction length (H)=3362026.05 | 0.204 | 0.261 | |
| PatchTSTforecast_horizon=Average of {96, 192, 336, 720}2024.04 | 0.205 | 0.272 | |
| iTransformerPrediction length (H)=962026.05 | 0.205 | 0.258 | |
| CATSLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.206 | 0.248 | |
| PatchTSTPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.207 | 0.283 | |
| CycleNet/MLPLook-back length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.21 | 0.261 | |
| CATSPrediction Length (H)=Avg, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.211 | 0.247 | |
| MixLinearHorizon=96, Parameter(720)=0.176K2024.10 | 0.211 | — | |
| SparseTSFHorizon=96, Parameter(720)=0.925K2024.10 | 0.211 | — | |
| PatchTSTPrediction length (H)=7202026.05 | 0.211 | 0.258 | |
| FiLMPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.213 | 0.266 | |
| FITSHorizon=192, Parameter(720)=41.76K2024.10 | 0.216 | — | |
| PDFPrediction length (H)=1922026.05 | 0.216 | 0.27 | |
| SEEDInput length (L)=96, Forecasting horizons (T)={96, 192, 336, 720}2025.12 | 0.218 | 0.252 | |
| DDNPrediction length (H)=7202026.05 | 0.218 | 0.261 | |
| iTransformerforecast_horizon=Average of {96, 192, 336, 720}2024.04 | 0.219 | 0.272 | |
| U-mixerPrediction length (H)=1922026.05 | 0.222 | 0.258 | |
| CycleNetLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.223 | 0.277 | |
| PENGUINLook-back length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.224 | 0.261 | |
| SparseTSFHorizon=192, Parameter(720)=0.925K2024.10 | 0.225 | — | |
| iTransformerPrediction length (H)=7202026.05 | 0.226 | 0.277 | |
| MixLinearHorizon=192, Parameter(720)=0.176K2024.10 | 0.227 | — | |
| SOFTSInput length (L)=96, Forecasting horizons (T)={96, 192, 336, 720}2025.12 | 0.229 | 0.256 | |
| iTransformerPrediction length (H)=3362026.05 | 0.229 | 0.272 | |
| iTransformerLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.23 | 0.286 | |
| iTransformerPrediction length (H)=1922026.05 | 0.23 | 0.269 | |
| PDFPrediction length (H)=3362026.05 | 0.23 | 0.282 | |
| FreTSforecast_horizon=Average of {96, 192, 336, 720}2024.04 | 0.231 | 0.29 | |
| U-mixerPrediction length (H)=3362026.05 | 0.231 | 0.276 | |
| FITSHorizon=336, Parameter(720)=41.76K2024.10 | 0.232 | — | |
| iTransformerPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.233 | 0.262 | |
| iTransformerInput length (L)=96, Forecasting horizons (T)={96, 192, 336, 720}2025.12 | 0.233 | 0.262 | |
| iTransformerHorizon=192, Parameter(720)=7.04M2024.10 | 0.233 | — | |
| CATSLook-back length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.233 | 0.262 | |
| iTransformerLook-back length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.233 | 0.262 | |
| iTransformerPrediction Horizon (H)=1922026.04 | 0.233 | 0.261 | |
| iTransformerPrediction Horizon (H)=Avg2026.04 | 0.233 | 0.262 | |
| PatchTSTPrediction Horizon (H)=962026.04 | 0.234 | 0.286 | |
| StemGNNforecast_horizon=Average of {96, 192, 336, 720}2024.04 | 0.235 | 0.301 | |
| CycleNet/LinearLook-back length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.235 | 0.27 | |
| TimesNetLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.236 | 0.279 | |
| PDFPrediction length (H)=7202026.05 | 0.236 | 0.296 | |
| DUETInput length (L)=96, Forecasting horizons (T)={96, 192, 336, 720}2025.12 | 0.237 | 0.233 | |
| SCINetHorizon=96, Parameter(720)=23.62M2024.10 | 0.237 | — | |
| U-mixerPrediction length (H)=7202026.05 | 0.238 | 0.281 | |
| MixLinearHorizon=336, Parameter(720)=0.176K2024.10 | 0.24 | — | |
| MixLinearHorizon=720, Parameter(720)=0.176K2024.10 | 0.24 | — | |
| SparseTSFHorizon=336, Parameter(720)=0.925K2024.10 | 0.241 | — | |
| SparseTSFHorizon=720, Parameter(720)=0.925K2024.10 | 0.241 | — | |
| FITSHorizon=720, Parameter(720)=41.76K2024.10 | 0.242 | — | |
| FEDformerPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.243 | 0.35 | |
| TimesNetPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.244 | 0.334 | |
| iTransformerHorizon=336, Parameter(720)=7.04M2024.10 | 0.248 | — | |
| iTransformerPrediction Horizon (H)=3362026.04 | 0.248 | 0.273 | |
| iTransformerHorizon=720, Parameter(720)=7.04M2024.10 | 0.249 | — | |
| iTransformerPrediction Horizon (H)=7202026.04 | 0.249 | 0.275 | |
| MTLinearLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.252 | 0.314 | |
| DLinearLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.253 | 0.315 |