Long-term time-series forecasting on Average all benchmarks
0.31MSETIME-LLM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TIME-LLMParameters (M)=6.46, Memory (MiB)=39072026.03 | 0.31 | 0.35 | 0.5 | 0.44 | |
| TESTParameters (M)=2.00, Memory (MiB)=7012026.03 | 0.32 | 0.36 | 1.56 | 1.39 | |
| One-for-AllParameters (M)=0.55, Memory (MiB)=2.22026.03 | 0.33 | 0.36 | 5.5 | 5.05 | |
| GPT4TSParameters (M)=11.7, Memory (MiB)=371.02026.03 | 0.33 | 0.36 | 0.26 | 0.24 | |
| TimesNetParameters (M)=0.63, Memory (MiB)=2.92026.03 | 0.36 | 0.38 | 4.41 | 4.18 | |
| TEMPOParameters (M)=5.00, Memory (MiB)=7102026.03 | 0.37 | 0.39 | 0.54 | 0.51 | |
| EFDformerParameters (M)=16.8, Memory (MiB)=87.82026.03 | 0.39 | 0.41 | 0.15 | 0.15 | |
| ETSformerParameters (M)=5.28, Memory (MiB)=31.42026.03 | 0.39 | 0.41 | 0.48 | 0.46 | |
| TStationaryParameters (M)=2.02, Memory (MiB)=13.22026.03 | 0.44 | 0.44 | 1.12 | 1.12 | |
| AutoformerParameters (M)=10.53, Memory (MiB)=62.62026.03 | 0.44 | 0.44 | 0.22 | 0.22 | |
| InformerParameters (M)=11.33, Memory (MiB)=65.82026.03 | 1.7 | 0.92 | 0.05 | 0.1 | |
| ReformerParameters (M)=5.80, Memory (MiB)=33.42026.03 | 2.18 | 1.05 | 0.08 | 0.16 |