Time Series Forecasting on DE
0.276MSEGCGNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GCGNetMask Type=Zero, Missing Ratio=102026.03 | 0.276 | 0.325 | |
| DAGcovariates=future-known2026.02 | 0.277 | 0.322 | |
| GCGNetHorizon=242026.03 | 0.282 | 0.328 | |
| GCGNetMask Type=Random, Missing Ratio=102026.03 | 0.286 | 0.338 | |
| LightGTS-Covcovariates=future-known2026.02 | 0.289 | 0.331 | |
| GCGNetMask Type=Zero2026.03 | 0.292 | 0.336 | |
| TimeXercovariates=future-known2026.02 | 0.339 | 0.362 | |
| TimeXerHorizon=242026.03 | 0.339 | 0.362 | |
| GCGNetMask Type=Random2026.03 | 0.344 | 0.366 | |
| TiDEcovariates=future-known2026.02 | 0.367 | 0.383 | |
| TiDEHorizon=242026.03 | 0.367 | 0.383 | |
| DUETHorizon=242026.03 | 0.376 | 0.378 | |
| TFTcovariates=future-known2026.02 | 0.38 | 0.383 | |
| TFTHorizon=242026.03 | 0.38 | 0.383 | |
| CrossLinearHorizon=242026.03 | 0.384 | 0.39 | |
| GCGNetHorizon=Avg2026.03 | 0.387 | 0.387 | |
| AmplifierHorizon=242026.03 | 0.394 | 0.407 | |
| PatchTSTcovariates=future-known2026.02 | 0.396 | 0.412 | |
| TimeKANHorizon=242026.03 | 0.399 | 0.412 | |
| xPatchHorizon=242026.03 | 0.399 | 0.394 | |
| PatchTSTHorizon=242026.03 | 0.413 | 0.412 | |
| LightGTS-Covfuture-known covariates=false2026.02 | 0.414 | 0.399 | |
| TimeXerMask Type=Zero2026.03 | 0.418 | 0.403 | |
| DAGfuture-known covariates=false2026.02 | 0.422 | 0.411 | |
| DLinearcovariates=future-known2026.02 | 0.423 | 0.426 | |
| CrossLinearMask Type=Zero2026.03 | 0.426 | 0.416 | |
| DUETMask Type=Zero2026.03 | 0.428 | 0.407 | |
| DUETMask Type=Random2026.03 | 0.431 | 0.407 | |
| TimeXerMask Type=Random2026.03 | 0.433 | 0.411 | |
| CrossLinearMask Type=Random2026.03 | 0.433 | 0.418 | |
| CrossLinearfuture-known covariates=false2026.02 | 0.438 | 0.423 | |
| TiDEfuture-known covariates=false2026.02 | 0.465 | 0.433 | |
| AmplifierHorizon=Avg2026.03 | 0.473 | 0.441 | |
| TimeKANHorizon=Avg2026.03 | 0.473 | 0.445 | |
| xPatchHorizon=Avg2026.03 | 0.474 | 0.433 | |
| TimeXerHorizon=Avg2026.03 | 0.475 | 0.418 | |
| CrossLinearcovariates=future-known2026.02 | 0.479 | 0.387 | |
| PatchTSTMask Type=Zero2026.03 | 0.48 | 0.445 | |
| DUETHorizon=Avg2026.03 | 0.482 | 0.43 | |
| TFTHorizon=Avg2026.03 | 0.489 | 0.446 | |
| PatchTSTMask Type=Random2026.03 | 0.49 | 0.449 | |
| GCGNetHorizon=3602026.03 | 0.491 | 0.445 | |
| CrossLinearHorizon=Avg2026.03 | 0.497 | 0.453 | |
| TiDEHorizon=Avg2026.03 | 0.499 | 0.447 | |
| TimeXerfuture-known covariates=false2026.02 | 0.501 | 0.445 | |
| PatchTSTHorizon=Avg2026.03 | 0.501 | 0.455 | |
| PatchTSTfuture-known covariates=false2026.02 | 0.503 | 0.45 | |
| DLinearfuture-known covariates=false2026.02 | 0.511 | 0.458 | |
| TimeKANHorizon=3602026.03 | 0.547 | 0.479 | |
| xPatchHorizon=3602026.03 | 0.55 | 0.472 | |
| AmplifierHorizon=3602026.03 | 0.551 | 0.474 | |
| TFTfuture-known covariates=false2026.02 | 0.576 | 0.452 | |
| DUETHorizon=3602026.03 | 0.589 | 0.482 | |
| PatchTSTHorizon=3602026.03 | 0.589 | 0.498 | |
| TFTHorizon=3602026.03 | 0.599 | 0.509 | |
| TimeXerHorizon=3602026.03 | 0.61 | 0.474 | |
| CrossLinearHorizon=3602026.03 | 0.61 | 0.516 | |
| GCGNetFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.611 | 0.497 | |
| TiDEHorizon=3602026.03 | 0.63 | 0.511 | |
| xPatchFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.633 | 0.5 | |
| CrossLinearFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.635 | 0.508 | |
| TiDEFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.644 | 0.519 | |
| TimeXerFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.659 | 0.507 | |
| DUETFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.66 | 0.513 | |
| TimeKANFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.669 | 0.526 | |
| TFTFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.684 | 0.515 | |
| PatchTSTFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.696 | 0.527 | |
| AmplifierFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.712 | 0.548 | |
| Cast-R12026.02 | 183.781 | 7.4 | |
| ConvTimeNet2026.02 | 198.431 | 9.405 | |
| PatchTST2026.02 | 201.705 | 8.029 | |
| Chronos-22026.02 | 211.205 | 8.584 | |
| TimesFM2026.02 | 212.005 | 10.032 | |
| TimeXer2026.02 | 222.798 | 10.274 | |
| TimeLLM2026.02 | 232.875 | 9.927 | |
| DLinear2026.02 | 239.753 | 10.619 | |
| iTransformer2026.02 | 265.31 | 11.23 | |
| OFA2026.02 | 275.331 | 14.235 | |
| TimeReasoner2026.02 | 286.667 | 15.223 | |
| Prophet2026.02 | 340.371 | 12.238 | |
| ARIMA2026.02 | 362.487 | 11.15 |