Time Series Forecasting on ETTh1 and ETTh2 (Inference Time)
0.652Inference Time (s)ROSE
Evaluation Results
| Method | Links | |
|---|---|---|
| ROSEParameters=7.4M, Pre-train datasize=0.89B, Evaluation Protocol=zero-shot2024.05 | 0.652 | |
| TimerParameters=67.4M, Pre-train datasize=1B, Evaluation Protocol=zero-shot2024.05 | 5.989 | |
| MOIRAIParameters=311M, Pre-train datasize=27B, Evaluation Protocol=zero-shot2024.05 | 7.92 | |
| TimesFMParameters=200M, Pre-train datasize=100B, Evaluation Protocol=zero-shot2024.05 | 10.5 | |
| MomentParameters=385M, Pre-train datasize=1.13B, Evaluation Protocol=zero-shot2024.05 | 13 | |
| DlinearParameters=0.018M, Evaluation Protocol=full-shot2024.05 | 24.06 | |
| iTransformerParameters=3.8M, Evaluation Protocol=full-shot2024.05 | 34.18 | |
| PatchTSTParameters=3.2M, Evaluation Protocol=full-shot2024.05 | 35.47 | |
| TimesNetParameters=1.8M, Evaluation Protocol=full-shot2024.05 | 146 | |
| ChronosParameters=46M, Pre-train datasize=84B, Evaluation Protocol=zero-shot2024.05 | 176 |