Time Series Forecasting on Soil Moisture (test)
0.198RMSE (H=6)Guard
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GuardModel Category=Proposed Method, Zero-shot=false2026.06 | 0.198 | 0.203 | 0.217 | 0.829 | 0.095 | |
| DLinearModel Category=Deep TS SOTA, Zero-shot=false2026.06 | 0.235 | 0.255 | 0.301 | 1.676 | 0.159 | |
| PatchTSTModel Category=Deep TS SOTA, Zero-shot=false2026.06 | 0.265 | 0.316 | 0.307 | 0.938 | 0.183 | |
| iTransformerModel Category=Deep TS SOTA, Zero-shot=false2026.06 | 0.271 | 0.421 | 0.331 | 0.974 | 0.249 | |
| TransformerModel Category=Deep TS SOTA, Zero-shot=false2026.06 | 0.318 | 0.242 | 0.374 | 1.084 | 0.191 | |
| ChronosModel Category=Zero-Shot Teacher, Zero-shot=true2026.06 | 0.415 | 0.787 | 0.877 | 514 | 0.415 | |
| TimesFMModel Category=Zero-Shot Teacher, Zero-shot=true2026.06 | 0.449 | 0.777 | 0.961 | 490.7 | 0.449 |