Time Series Forecasting on Colbun
0.057MSEGCGNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GCGNetHorizon=102026.03 | 0.057 | 0.084 | |
| TimeKANHorizon=102026.03 | 0.061 | 0.101 | |
| PatchTSTHorizon=102026.03 | 0.062 | 0.122 | |
| CrossLinearMask Type=Zero, Missing Ratio=102026.03 | 0.063 | 0.101 | |
| CrossLinearHorizon=102026.03 | 0.063 | 0.107 | |
| PatchTSTMask Type=Zero, Missing Ratio=102026.03 | 0.064 | 0.109 | |
| CrossLinearMask Type=Zero2026.03 | 0.065 | 0.102 | |
| GCGNetMask Type=Zero, Missing Ratio=102026.03 | 0.066 | 0.088 | |
| CrossLinearMask Type=Random2026.03 | 0.066 | 0.108 | |
| GCGNetMask Type=Random, Missing Ratio=302026.03 | 0.068 | 0.092 | |
| GCGNetMask Type=Random, Missing Ratio=102026.03 | 0.07 | 0.107 | |
| GCGNetMask Type=Random, Missing Ratio=avg2026.03 | 0.07 | 0.096 | |
| PatchTSTMask Type=Zero2026.03 | 0.07 | 0.108 | |
| GCGNetMask Type=Random2026.03 | 0.07 | 0.096 | |
| AmplifierHorizon=102026.03 | 0.071 | 0.121 | |
| GCGNetMask Type=Random, Missing Ratio=502026.03 | 0.073 | 0.09 | |
| GCGNetMask Type=Zero, Missing Ratio=avg2026.03 | 0.076 | 0.093 | |
| GCGNetMask Type=Zero2026.03 | 0.076 | 0.093 | |
| PatchTSTMask Type=Random2026.03 | 0.078 | 0.12 | |
| GCGNetMask Type=Zero, Missing Ratio=302026.03 | 0.081 | 0.093 | |
| GCGNetMask Type=Zero, Missing Ratio=502026.03 | 0.081 | 0.096 | |
| TimeXerMask Type=Zero, Missing Ratio=102026.03 | 0.081 | 0.145 | |
| TimeXerMask Type=Zero2026.03 | 0.084 | 0.145 | |
| DUETMask Type=Random2026.03 | 0.084 | 0.118 | |
| TiDEHorizon=102026.03 | 0.089 | 0.131 | |
| DUETHorizon=102026.03 | 0.089 | 0.134 | |
| xPatchHorizon=102026.03 | 0.09 | 0.104 | |
| TFTHorizon=102026.03 | 0.092 | 0.135 | |
| GCGNetHorizon=Avg2026.03 | 0.098 | 0.154 | |
| DUETMask Type=Zero2026.03 | 0.106 | 0.126 | |
| TimeXerMask Type=Random2026.03 | 0.112 | 0.169 | |
| TimeXerHorizon=102026.03 | 0.113 | 0.172 | |
| TimeXerMask Type=Random, Missing Ratio=102026.03 | 0.115 | 0.176 | |
| GCGNetFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.116 | 0.164 | |
| DUETMask Type=Zero, Missing Ratio=102026.03 | 0.128 | 0.134 | |
| TimeKANHorizon=Avg2026.03 | 0.128 | 0.175 | |
| CrossLinearFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.129 | 0.195 | |
| TimeXerFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.132 | 0.219 | |
| GCGNetHorizon=302026.03 | 0.138 | 0.224 | |
| TimeXerHorizon=Avg2026.03 | 0.145 | 0.235 | |
| DUETFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.147 | 0.198 | |
| PatchTSTFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.15 | 0.221 | |
| AmplifierFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.152 | 0.21 | |
| xPatchHorizon=Avg2026.03 | 0.153 | 0.21 | |
| TiDEHorizon=Avg2026.03 | 0.164 | 0.227 | |
| AmplifierHorizon=Avg2026.03 | 0.173 | 0.246 | |
| TimeXerHorizon=302026.03 | 0.176 | 0.299 | |
| CrossLinearHorizon=Avg2026.03 | 0.181 | 0.186 | |
| TiDEFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.188 | 0.24 | |
| TimeKANHorizon=302026.03 | 0.195 | 0.249 | |
| DUETHorizon=Avg2026.03 | 0.198 | 0.266 | |
| TimeKANFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.201 | 0.253 | |
| xPatchHorizon=302026.03 | 0.217 | 0.315 | |
| xPatchFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.238 | 0.235 | |
| TFTHorizon=Avg2026.03 | 0.238 | 0.297 | |
| PatchTSTHorizon=Avg2026.03 | 0.239 | 0.309 | |
| TiDEHorizon=302026.03 | 0.24 | 0.322 | |
| AmplifierHorizon=302026.03 | 0.275 | 0.37 | |
| CrossLinearHorizon=302026.03 | 0.3 | 0.265 | |
| DUETHorizon=302026.03 | 0.307 | 0.397 | |
| TFTHorizon=302026.03 | 0.383 | 0.46 | |
| PatchTSTHorizon=302026.03 | 0.417 | 0.496 | |
| TFTFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.556 | 0.386 |