Time Series Forecasting on Energy
0.065MSEGCGNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GCGNetHorizon=242026.03 | 0.065 | 0.194 | |
| GCGNetMask Type=Zero, Missing Ratio=avg2026.03 | 0.07 | 0.203 | |
| GCGNetMask Type=Zero2026.03 | 0.07 | 0.203 | |
| LightGTS-Covcovariates=future-known2026.02 | 0.079 | 0.218 | |
| DAGcovariates=future-known2026.02 | 0.079 | 0.215 | |
| GCGNetMask Type=Random, Missing Ratio=avg2026.03 | 0.081 | 0.217 | |
| GCGNetMask Type=Random2026.03 | 0.081 | 0.217 | |
| DLinearcovariates=future-known2026.02 | 0.085 | 0.23 | |
| xPatchHorizon=242026.03 | 0.092 | 0.24 | |
| TFTcovariates=future-known2026.02 | 0.093 | 0.235 | |
| TFTHorizon=242026.03 | 0.093 | 0.235 | |
| CrossLinearHorizon=242026.03 | 0.093 | 0.241 | |
| CrossLinearMask Type=Zero2026.03 | 0.097 | 0.241 | |
| CrossLinearMask Type=Random2026.03 | 0.098 | 0.242 | |
| LightGTS-Covfuture-known covariates=false2026.02 | 0.1 | 0.243 | |
| DUETMask Type=Zero2026.03 | 0.1 | 0.244 | |
| DUETMask Type=Random2026.03 | 0.1 | 0.245 | |
| CrossLinearfuture-known covariates=false2026.02 | 0.102 | 0.246 | |
| PatchTSTMask Type=Random2026.03 | 0.102 | 0.249 | |
| TiDEcovariates=future-known2026.02 | 0.103 | 0.248 | |
| TiDEHorizon=242026.03 | 0.103 | 0.248 | |
| DLinearfuture-known covariates=false2026.02 | 0.106 | 0.248 | |
| PatchTSTfuture-known covariates=false2026.02 | 0.108 | 0.254 | |
| PatchTSTMask Type=Zero, Missing Ratio=avg2026.03 | 0.108 | 0.257 | |
| PatchTSTMask Type=Zero2026.03 | 0.108 | 0.257 | |
| DAGfuture-known covariates=false2026.02 | 0.112 | 0.257 | |
| TiDEfuture-known covariates=false2026.02 | 0.117 | 0.265 | |
| DUETHorizon=242026.03 | 0.117 | 0.283 | |
| TimeXercovariates=future-known2026.02 | 0.122 | 0.273 | |
| TimeXerMask Type=Zero2026.03 | 0.122 | 0.273 | |
| GCGNetHorizon=Avg2026.03 | 0.122 | 0.262 | |
| TimeXerHorizon=242026.03 | 0.122 | 0.273 | |
| TimeXerMask Type=Random2026.03 | 0.123 | 0.275 | |
| TFTHorizon=Avg2026.03 | 0.13 | 0.283 | |
| TimeKANHorizon=242026.03 | 0.135 | 0.298 | |
| TimeXerfuture-known covariates=false2026.02 | 0.138 | 0.293 | |
| AmplifierHorizon=242026.03 | 0.138 | 0.306 | |
| TimeKANFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.147 | 0.296 | |
| xPatchHorizon=Avg2026.03 | 0.148 | 0.303 | |
| GCGNetFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.15 | 0.299 | |
| TiDEHorizon=Avg2026.03 | 0.153 | 0.302 | |
| DUETFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.16 | 0.308 | |
| TiDEFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.162 | 0.311 | |
| TimeXerHorizon=Avg2026.03 | 0.163 | 0.315 | |
| TFTHorizon=3602026.03 | 0.167 | 0.331 | |
| xPatchFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.17 | 0.314 | |
| TimeXerFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.172 | 0.326 | |
| GCGNetHorizon=3602026.03 | 0.179 | 0.33 | |
| AmplifierFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.18 | 0.327 | |
| CrossLinearHorizon=Avg2026.03 | 0.183 | 0.324 | |
| CrossLinearFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.201 | 0.336 | |
| TiDEHorizon=3602026.03 | 0.202 | 0.355 | |
| PatchTSTFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.203 | 0.341 | |
| DUETHorizon=Avg2026.03 | 0.203 | 0.367 | |
| TimeXerHorizon=3602026.03 | 0.204 | 0.357 | |
| xPatchHorizon=3602026.03 | 0.204 | 0.367 | |
| PatchTSTHorizon=3602026.03 | 0.214 | 0.363 | |
| TimeKANHorizon=Avg2026.03 | 0.218 | 0.381 | |
| PatchTSTHorizon=Avg2026.03 | 0.226 | 0.377 | |
| AmplifierHorizon=Avg2026.03 | 0.233 | 0.389 | |
| PatchTSTcovariates=future-known2026.02 | 0.239 | 0.39 | |
| PatchTSTHorizon=242026.03 | 0.239 | 0.39 | |
| CrossLinearcovariates=future-known2026.02 | 0.241 | 0.418 | |
| CrossLinearHorizon=3602026.03 | 0.273 | 0.406 | |
| PA-RNetBackbone=iTransformer2025.08 | 0.279 | 0.398 | |
| DUETHorizon=3602026.03 | 0.288 | 0.452 | |
| TimeKANHorizon=3602026.03 | 0.302 | 0.464 | |
| AmplifierHorizon=3602026.03 | 0.328 | 0.472 | |
| TimeVLM2025.08 | 0.344 | 0.457 | |
| TFTfuture-known covariates=false2026.02 | 0.352 | 0.463 | |
| TFTFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.376 | 0.48 | |
| TimeCMA2025.08 | 0.414 | 0.497 |