Time Series Forecasting on FR
0.332MSEGCGNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GCGNetHorizon=242026.03 | 0.332 | 0.179 | |
| TFTfuture-known covariates=false2026.02 | 0.345 | 0.19 | |
| LightGTS-Covcovariates=future-known2026.02 | 0.347 | 0.177 | |
| DAGcovariates=future-known2026.02 | 0.355 | 0.171 | |
| DAGfuture-known covariates=false2026.02 | 0.366 | 0.195 | |
| TimeXercovariates=future-known2026.02 | 0.366 | 0.208 | |
| TimeXerHorizon=242026.03 | 0.366 | 0.208 | |
| DUETHorizon=242026.03 | 0.384 | 0.251 | |
| CrossLinearcovariates=future-known2026.02 | 0.39 | 0.226 | |
| CrossLinearfuture-known covariates=false2026.02 | 0.397 | 0.204 | |
| PatchTSTfuture-known covariates=false2026.02 | 0.397 | 0.223 | |
| GCGNetHorizon=Avg2026.03 | 0.405 | 0.23 | |
| CrossLinearHorizon=242026.03 | 0.405 | 0.228 | |
| DLinearfuture-known covariates=false2026.02 | 0.412 | 0.253 | |
| TiDEfuture-known covariates=false2026.02 | 0.415 | 0.254 | |
| TiDEcovariates=future-known2026.02 | 0.418 | 0.255 | |
| TiDEHorizon=242026.03 | 0.418 | 0.255 | |
| DLinearcovariates=future-known2026.02 | 0.422 | 0.265 | |
| xPatchHorizon=242026.03 | 0.424 | 0.235 | |
| TimeXerHorizon=Avg2026.03 | 0.427 | 0.241 | |
| GCGNetFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.428 | 0.245 | |
| TimeXerfuture-known covariates=false2026.02 | 0.445 | 0.231 | |
| TimeXerFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.454 | 0.247 | |
| TimeKANHorizon=242026.03 | 0.454 | 0.296 | |
| AmplifierHorizon=242026.03 | 0.459 | 0.348 | |
| TFTHorizon=3602026.03 | 0.465 | 0.261 | |
| DUETFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.468 | 0.262 | |
| PatchTSTFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.47 | 0.264 | |
| CrossLinearFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.476 | 0.257 | |
| xPatchFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.477 | 0.257 | |
| GCGNetHorizon=3602026.03 | 0.478 | 0.28 | |
| TiDEHorizon=Avg2026.03 | 0.484 | 0.281 | |
| LightGTS-Covfuture-known covariates=false2026.02 | 0.486 | 0.198 | |
| CrossLinearHorizon=Avg2026.03 | 0.486 | 0.3 | |
| TimeXerHorizon=3602026.03 | 0.489 | 0.273 | |
| xPatchHorizon=Avg2026.03 | 0.49 | 0.293 | |
| TimeKANFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.491 | 0.276 | |
| TiDEFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.494 | 0.29 | |
| AmplifierFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.494 | 0.286 | |
| DUETHorizon=Avg2026.03 | 0.496 | 0.327 | |
| TFTHorizon=Avg2026.03 | 0.504 | 0.257 | |
| PatchTSTcovariates=future-known2026.02 | 0.518 | 0.368 | |
| PatchTSTHorizon=242026.03 | 0.518 | 0.368 | |
| TFTFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.535 | 0.288 | |
| TFTcovariates=future-known2026.02 | 0.543 | 0.253 | |
| TFTHorizon=242026.03 | 0.543 | 0.253 | |
| TimeKANHorizon=Avg2026.03 | 0.547 | 0.374 | |
| TiDEHorizon=3602026.03 | 0.551 | 0.308 | |
| AmplifierHorizon=Avg2026.03 | 0.554 | 0.408 | |
| xPatchHorizon=3602026.03 | 0.556 | 0.35 | |
| CrossLinearHorizon=3602026.03 | 0.567 | 0.371 | |
| PatchTSTHorizon=Avg2026.03 | 0.588 | 0.41 | |
| DUETHorizon=3602026.03 | 0.607 | 0.403 | |
| TimeKANHorizon=3602026.03 | 0.641 | 0.452 | |
| AmplifierHorizon=3602026.03 | 0.648 | 0.468 | |
| PatchTSTHorizon=3602026.03 | 0.658 | 0.452 | |
| Cast-R12026.02 | 776.898 | 8.105 | |
| DLinear2026.02 | 787.498 | 9.735 | |
| ConvTimeNet2026.02 | 789.035 | 8.993 | |
| TimeXer2026.02 | 803.202 | 9.483 | |
| PatchTST2026.02 | 807.512 | 8.287 | |
| Chronos-22026.02 | 812.732 | 8.423 | |
| iTransformer2026.02 | 824.473 | 12.618 | |
| TimeLLM2026.02 | 825.667 | 10.975 | |
| TimesFM2026.02 | 852.003 | 9.932 | |
| TimeReasoner2026.02 | 903.977 | 15.997 | |
| ARIMA2026.02 | 963.997 | 13.224 | |
| OFA2026.02 | 1,004.898 | 13.505 | |
| Prophet2026.02 | 1,024.401 | 14.422 |