Time Series Forecasting on NP (test)
0.167MSELightGTS-Cov
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LightGTS-Covadaptation=MLP plug-in, covariates=future-known2026.02 | 0.167 | 0.216 | |
| CoRAcovariates=future-known2026.02 | 0.222 | 0.246 | |
| AdaPTScovariates=future-known2026.02 | 0.231 | 0.259 | |
| Timer-XLcovariates=future-known2026.02 | 0.234 | 0.262 | |
| ChronosXcovariates=future-known2026.02 | 0.254 | 0.278 | |
| UniCAcovariates=future-known2026.02 | 0.265 | 0.289 | |
| DAGfuture exogenous support=inherent2025.09 | 0.362 | 0.344 | |
| GCGNetfuture exogenous support=inherent2025.09 | 0.37 | 0.348 | |
| CrossLinearfuture exogenous support=MLP fusion adaptation2025.09 | 0.371 | 0.387 | |
| TFTfuture exogenous support=inherent2025.09 | 0.379 | 0.375 | |
| PatchTSTfuture exogenous support=MLP fusion adaptation2025.09 | 0.39 | 0.396 | |
| TimeKANfuture exogenous support=MLP fusion adaptation2025.09 | 0.405 | 0.419 | |
| DUETfuture exogenous support=MLP fusion adaptation2025.09 | 0.411 | 0.408 | |
| TimeXerfuture exogenous support=inherent2025.09 | 0.418 | 0.371 | |
| Amplifierfuture exogenous support=MLP fusion adaptation2025.09 | 0.42 | 0.418 | |
| TiDEfuture exogenous support=inherent2025.09 | 0.443 | 0.4 |