Time Series Forecasting on NP
0.167MSELightGTS-Cov
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LightGTS-Covcovariates=future-known2026.02 | 0.167 | 0.216 | |
| GCGNetMask Type=Zero, Missing Ratio=102026.03 | 0.194 | 0.228 | |
| GCGNetHorizon=242026.03 | 0.197 | 0.233 | |
| DAGcovariates=future-known2026.02 | 0.202 | 0.237 | |
| GCGNetMask Type=Zero2026.03 | 0.204 | 0.235 | |
| GCGNetMask Type=Random2026.03 | 0.208 | 0.236 | |
| CrossLinearcovariates=future-known2026.02 | 0.21 | 0.266 | |
| CrossLinearHorizon=242026.03 | 0.215 | 0.261 | |
| TFTcovariates=future-known2026.02 | 0.219 | 0.249 | |
| TFTHorizon=242026.03 | 0.219 | 0.249 | |
| LightGTS-Covfuture-known covariates=false2026.02 | 0.221 | 0.259 | |
| xPatchHorizon=242026.03 | 0.234 | 0.278 | |
| TimeXercovariates=future-known2026.02 | 0.236 | 0.266 | |
| TimeXerHorizon=242026.03 | 0.236 | 0.266 | |
| DAGfuture-known covariates=false2026.02 | 0.237 | 0.259 | |
| CrossLinearfuture-known covariates=false2026.02 | 0.246 | 0.282 | |
| DUETHorizon=242026.03 | 0.246 | 0.287 | |
| CrossLinearMask Type=Random2026.03 | 0.248 | 0.285 | |
| PatchTSTcovariates=future-known2026.02 | 0.249 | 0.294 | |
| PatchTSTHorizon=242026.03 | 0.249 | 0.294 | |
| DUETMask Type=Zero, Missing Ratio=102026.03 | 0.252 | 0.268 | |
| AmplifierHorizon=242026.03 | 0.252 | 0.303 | |
| PatchTSTMask Type=Zero, Missing Ratio=102026.03 | 0.256 | 0.287 | |
| DUETMask Type=Zero2026.03 | 0.258 | 0.27 | |
| DUETMask Type=Random2026.03 | 0.26 | 0.27 | |
| PatchTSTMask Type=Zero2026.03 | 0.268 | 0.293 | |
| PatchTSTMask Type=Random2026.03 | 0.269 | 0.291 | |
| TimeXerfuture-known covariates=false2026.02 | 0.27 | 0.292 | |
| TimeKANHorizon=242026.03 | 0.273 | 0.31 | |
| TimeXerMask Type=Zero, Missing Ratio=102026.03 | 0.276 | 0.29 | |
| DLinearcovariates=future-known2026.02 | 0.282 | 0.337 | |
| PatchTSTfuture-known covariates=false2026.02 | 0.283 | 0.296 | |
| TiDEcovariates=future-known2026.02 | 0.284 | 0.301 | |
| TiDEHorizon=242026.03 | 0.284 | 0.301 | |
| TimeXerMask Type=Zero2026.03 | 0.289 | 0.296 | |
| TimeXerMask Type=Random2026.03 | 0.293 | 0.297 | |
| DLinearfuture-known covariates=false2026.02 | 0.294 | 0.308 | |
| TiDEfuture-known covariates=false2026.02 | 0.297 | 0.309 | |
| TFTfuture-known covariates=false2026.02 | 0.33 | 0.321 | |
| GCGNetHorizon=Avg2026.03 | 0.346 | 0.337 | |
| xPatchHorizon=Avg2026.03 | 0.378 | 0.37 | |
| TFTHorizon=Avg2026.03 | 0.379 | 0.375 | |
| PatchTSTHorizon=Avg2026.03 | 0.39 | 0.396 | |
| CrossLinearHorizon=Avg2026.03 | 0.404 | 0.384 | |
| TimeKANHorizon=Avg2026.03 | 0.405 | 0.419 | |
| CrossLinearMask Type=Zero, Missing Ratio=102026.03 | 0.41 | 0.406 | |
| DUETHorizon=Avg2026.03 | 0.411 | 0.408 | |
| TimeXerHorizon=Avg2026.03 | 0.418 | 0.371 | |
| AmplifierHorizon=Avg2026.03 | 0.42 | 0.418 | |
| GCGNetFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.425 | 0.377 | |
| CrossLinearMask Type=Zero2026.03 | 0.426 | 0.416 | |
| TimeXerFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.44 | 0.383 | |
| TiDEHorizon=Avg2026.03 | 0.443 | 0.4 | |
| DUETFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.444 | 0.383 | |
| CrossLinearFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.451 | 0.394 | |
| PatchTSTFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.457 | 0.401 | |
| TiDEFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.467 | 0.416 | |
| TimeKANFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.484 | 0.435 | |
| xPatchFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.488 | 0.402 | |
| GCGNetHorizon=3602026.03 | 0.496 | 0.442 | |
| AmplifierFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.52 | 0.448 | |
| xPatchHorizon=3602026.03 | 0.523 | 0.461 | |
| PatchTSTHorizon=3602026.03 | 0.53 | 0.498 | |
| TimeKANHorizon=3602026.03 | 0.538 | 0.529 | |
| TFTHorizon=3602026.03 | 0.539 | 0.501 | |
| DUETHorizon=3602026.03 | 0.576 | 0.528 | |
| AmplifierHorizon=3602026.03 | 0.587 | 0.534 | |
| CrossLinearHorizon=3602026.03 | 0.593 | 0.508 | |
| TimeXerHorizon=3602026.03 | 0.6 | 0.475 | |
| TiDEHorizon=3602026.03 | 0.601 | 0.498 | |
| TFTFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.647 | 0.488 | |
| Cast-R12026.02 | 24.75 | 3.255 | |
| PatchTST2026.02 | 29.428 | 3.474 | |
| ConvTimeNet2026.02 | 29.903 | 3.365 | |
| TimesFM2026.02 | 30.557 | 4.667 | |
| Chronos-22026.02 | 30.804 | 3.155 | |
| TimeXer2026.02 | 32.052 | 3.49 | |
| iTransformer2026.02 | 34.591 | 4.039 | |
| TimeLLM2026.02 | 35.486 | 5.221 | |
| DLinear2026.02 | 37.287 | 3.896 | |
| Prophet2026.02 | 40.754 | 3.941 | |
| OFA2026.02 | 43.227 | 8.887 | |
| TimeReasoner2026.02 | 46.998 | 6.661 | |
| ARIMA2026.02 | 55.507 | 4.116 |