Forecasting on ETTh1 (MAE, RMSE)
0.166MAEChronos-T5-Mini
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Chronos-T5-MiniModel Category=Zero-Shot Foundation Models, Lookback=96, Horizon=962026.06 | 0.166 | 0.355 | |
| DLinearModel Category=Static Baselines, Lookback=96, Horizon=962026.06 | 0.989 | 1.319 | |
| CrossFormerModel Category=Static Baselines, Lookback=96, Horizon=962026.06 | 1.056 | 1.363 | |
| ResNetModel Category=Synthesized (Agent), Lookback=96, Horizon=962026.06 | 1.156 | 1.479 | |
| InceptionModel Category=Synthesized (Agent), Lookback=96, Horizon=962026.06 | 1.28 | 1.658 | |
| BiGRUModel Category=Synthesized (Agent), Lookback=96, Horizon=962026.06 | 1.307 | 1.692 | |
| TimesNetModel Category=Static Baselines, Lookback=96, Horizon=962026.06 | 1.354 | 1.763 | |
| Conv1DModel Category=Static Baselines, Lookback=96, Horizon=962026.06 | 1.41 | 1.806 | |
| MSCNNModel Category=Synthesized (Agent), Lookback=96, Horizon=962026.06 | 1.432 | 1.812 | |
| HybridCNNLSTMModel Category=Synthesized (Agent), Lookback=96, Horizon=962026.06 | 1.511 | 1.996 | |
| LSTMModel Category=Static Baselines, Lookback=96, Horizon=962026.06 | 3.075 | 3.586 |