Time Series Forecasting on ETTh
0.786MSEQ-RUN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Q-RUNOutput Steps=96, Parameters=10.48M2025.12 | 0.786 | 0.677 | |
| Q-RUNOutput Steps=192, Parameters=10.48M2025.12 | 0.833 | 0.707 | |
| FANGatedOutput Steps=96, Parameters=11.07M2025.12 | 0.842 | 0.736 | |
| MambaOutput Steps=192, Parameters=12.69M2025.12 | 0.849 | 0.7 | |
| MambaOutput Steps=96, Parameters=12.69M2025.12 | 0.86 | 0.697 | |
| FANOutput Steps=96, Parameters=11.06M2025.12 | 0.873 | 0.707 | |
| FANGatedOutput Steps=192, Parameters=11.07M2025.12 | 0.885 | 0.748 | |
| FANOutput Steps=192, Parameters=11.06M2025.12 | 0.914 | 0.741 | |
| Q-RUNOutput Steps=720, Parameters=10.48M2025.12 | 0.932 | 0.776 | |
| Q-RUNOutput Steps=336, Parameters=10.48M2025.12 | 0.947 | 0.77 | |
| FANGatedOutput Steps=336, Parameters=11.07M2025.12 | 0.98 | 0.77 | |
| MambaOutput Steps=720, Parameters=12.69M2025.12 | 0.994 | 0.758 | |
| LSTMOutput Steps=96, Parameters=12.51M2025.12 | 0.999 | 0.738 | |
| FANOutput Steps=336, Parameters=11.06M2025.12 | 0.999 | 0.793 | |
| FANGatedOutput Steps=720, Parameters=11.07M2025.12 | 1.002 | 0.798 | |
| MambaOutput Steps=336, Parameters=12.69M2025.12 | 1.005 | 0.745 | |
| FANOutput Steps=720, Parameters=11.06M2025.12 | 1.031 | 0.818 | |
| TransformerOutput Steps=720, Parameters=12.12M2025.12 | 1.056 | 0.819 | |
| LSTMOutput Steps=192, Parameters=12.51M2025.12 | 1.059 | 0.759 | |
| TransformerOutput Steps=96, Parameters=12.12M2025.12 | 1.139 | 0.853 | |
| LSTMOutput Steps=336, Parameters=12.51M2025.12 | 1.147 | 0.82 | |
| LSTMOutput Steps=720, Parameters=12.51M2025.12 | 1.206 | 0.847 | |
| TransformerOutput Steps=336, Parameters=12.12M2025.12 | 1.261 | 0.924 | |
| TransformerOutput Steps=192, Parameters=12.12M2025.12 | 1.373 | 0.932 |