Time Series Forecasting on TimeMMD Energy
0.014MSETime-MoE+LM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Time-MoE+LMText-level fusion=true2026.01 | 0.014 | 0.078 | — | — | — | |
| GPT4TS2026.01 | 0.015 | 0.082 | — | — | — | |
| DLinearP+LMText-level fusion=true, patching=true2026.01 | 0.015 | 0.079 | — | — | — | |
| MoMEText-level fusion=true2026.01 | 0.015 | 0.081 | — | — | — | |
| Time-MoE2026.01 | 0.016 | 0.082 | — | — | — | |
| Time-LLM2026.01 | 0.016 | 0.087 | — | — | — | |
| MLP(MoE)+LMText-level fusion=true2026.01 | 0.021 | 0.098 | — | — | — | |
| DLinear2026.01 | 0.031 | 0.12 | — | — | — | |
| TS-Mix2026.01 | 0.031 | 0.123 | — | — | — | |
| PatchTST2026.01 | 0.064 | 0.187 | — | — | — | |
| SpecTFH=122026.03 | 0.096 | — | — | — | — | |
| CFAH=12, Backbone=Transformer2026.03 | 0.101 | — | — | — | — | |
| ChatTime2025.06 | 0.111 | 0.237 | 0.79 | 0.0254 | 0.268 | |
| CFAH=24, Backbone=Transformer2026.03 | 0.186 | — | — | — | — | |
| CFAH=36, Backbone=Others2026.03 | 0.299 | — | — | — | — | |
| CFAH=48, Backbone=Others2026.03 | 0.402 | — | — | — | — | |
| Chronos (Bolt)Evaluation Protocol=UniCA2025.06 | 0.886 | 0.947 | 0.932 | 0.0097 | 0.929 | |
| TimesFMEvaluation Protocol=UniCA2025.06 | 0.934 | 0.957 | 0.904 | 0.008 | 0.928 |