Multivariate forecasting on MIT Supercloud (test)
0.142MAEDLinear
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DLinearHistory Length (T)=240 min2026.04 | 0.142 | 0.1556 | 1.0403 | 0.3907 | |
| PI-DLinearHistory Length (T)=240 min2026.04 | 0.142 | 0.1546 | 1.0315 | 0.3895 | |
| TiDEHistory Length (T)=240 min2026.04 | 0.1422 | 0.1561 | 1.0628 | 0.3912 | |
| DLinearHistory Length (T)=360 min2026.04 | 0.1426 | 0.1561 | 1.0484 | 0.3913 | |
| PI-DLinearHistory Length (T)=360 min2026.04 | 0.1429 | 0.1549 | 1.0358 | 0.3899 | |
| FiLMHistory Length (T)=240 min2026.04 | 0.1432 | 0.1571 | 1.0708 | 0.3925 | |
| DLinearHistory Length (T)=480 min2026.04 | 0.1434 | 0.1571 | 1.0516 | 0.3925 | |
| PI-DLinearHistory Length (T)=480 min2026.04 | 0.1434 | 0.1559 | 1.0414 | 0.391 | |
| TiDEHistory Length (T)=360 min2026.04 | 0.1436 | 0.1578 | 1.0743 | 0.3933 | |
| FiLMHistory Length (T)=360 min2026.04 | 0.1437 | 0.1577 | 1.081 | 0.3931 | |
| DLinearHistory Length (T)=600 min2026.04 | 0.1439 | 0.1576 | 1.0646 | 0.3931 | |
| PI-DLinearHistory Length (T)=600 min2026.04 | 0.1439 | 0.1561 | 1.051 | 0.3914 | |
| FiLMHistory Length (T)=480 min2026.04 | 0.144 | 0.1578 | 1.084 | 0.3934 | |
| FiLMHistory Length (T)=600 min2026.04 | 0.144 | 0.1582 | 1.0877 | 0.3938 | |
| TiDEHistory Length (T)=480 min2026.04 | 0.1441 | 0.1585 | 1.0708 | 0.3943 | |
| TiDEHistory Length (T)=600 min2026.04 | 0.1451 | 0.1584 | 1.086 | 0.3941 | |
| NLinearHistory Length (T)=360 min2026.04 | 0.146 | 0.1592 | 1.1018 | 0.3952 | |
| LinearHistory Length (T)=240 min2026.04 | 0.1463 | 0.16 | 1.0771 | 0.3965 | |
| LinearHistory Length (T)=360 min2026.04 | 0.1468 | 0.1603 | 1.0863 | 0.3969 | |
| NLinearHistory Length (T)=480 min2026.04 | 0.1472 | 0.1606 | 1.1004 | 0.3969 | |
| TimeXerHistory Length (T)=240 min2026.04 | 0.1474 | 0.158 | 1.1021 | 0.3941 | |
| LinearHistory Length (T)=480 min2026.04 | 0.1479 | 0.1614 | 1.0834 | 0.3983 | |
| NLinearHistory Length (T)=600 min2026.04 | 0.148 | 0.1602 | 1.1144 | 0.3965 | |
| iTransformerHistory Length (T)=240 min2026.04 | 0.1481 | 0.1636 | 1.1323 | 0.4 | |
| LinearHistory Length (T)=600 min2026.04 | 0.1482 | 0.1611 | 1.0906 | 0.3979 | |
| Nonstationary TransformerHistory Length (T)=240 min2026.04 | 0.1489 | 0.1736 | 1.1044 | 0.4136 | |
| CrossformerHistory Length (T)=240 min2026.04 | 0.1491 | 0.1564 | 1.1437 | 0.3925 | |
| PatchTSTHistory Length (T)=240 min2026.04 | 0.1495 | 0.1628 | 1.1203 | 0.3993 | |
| LightTSHistory Length (T)=240 min2026.04 | 0.1496 | 0.1668 | 1.149 | 0.4052 | |
| PyraformerHistory Length (T)=240 min2026.04 | 0.1498 | 0.161 | 1.2292 | 0.3986 | |
| CrossformerHistory Length (T)=480 min2026.04 | 0.1504 | 0.1579 | 1.1648 | 0.3948 | |
| Nonstationary TransformerHistory Length (T)=360 min2026.04 | 0.1505 | 0.1752 | 1.1388 | 0.4159 | |
| TSMixerHistory Length (T)=240 min2026.04 | 0.1507 | 0.1605 | 1.0999 | 0.3968 | |
| TimeXerHistory Length (T)=480 min2026.04 | 0.1511 | 0.1637 | 1.1139 | 0.4014 | |
| PatchTSTHistory Length (T)=360 min2026.04 | 0.152 | 0.1599 | 1.1443 | 0.3959 | |
| PatchTSTHistory Length (T)=480 min2026.04 | 0.1522 | 0.1631 | 1.1335 | 0.3999 | |
| LightTSHistory Length (T)=360 min2026.04 | 0.1526 | 0.1639 | 1.1687 | 0.401 | |
| iTransformerHistory Length (T)=360 min2026.04 | 0.1527 | 0.1665 | 1.1603 | 0.4039 | |
| Nonstationary TransformerHistory Length (T)=480 min2026.04 | 0.1527 | 0.1674 | 1.1212 | 0.4061 | |
| PyraformerHistory Length (T)=360 min2026.04 | 0.1531 | 0.1594 | 1.2034 | 0.3959 | |
| iTransformerHistory Length (T)=480 min2026.04 | 0.1533 | 0.1694 | 1.1537 | 0.4071 | |
| CrossformerHistory Length (T)=600 min2026.04 | 0.1535 | 0.1628 | 1.1889 | 0.3995 | |
| LightTSHistory Length (T)=480 min2026.04 | 0.1539 | 0.1669 | 1.1695 | 0.4052 | |
| TSMixerHistory Length (T)=360 min2026.04 | 0.1547 | 0.1654 | 1.1798 | 0.403 | |
| TSMixerHistory Length (T)=480 min2026.04 | 0.1549 | 0.1657 | 1.1491 | 0.4036 | |
| PyraformerHistory Length (T)=480 min2026.04 | 0.1555 | 0.1647 | 1.1664 | 0.4032 | |
| iTransformerHistory Length (T)=600 min2026.04 | 0.1555 | 0.1708 | 1.2052 | 0.4087 | |
| PatchTSTHistory Length (T)=600 min2026.04 | 0.1558 | 0.1645 | 1.1635 | 0.4016 | |
| LightTSHistory Length (T)=600 min2026.04 | 0.1563 | 0.1691 | 1.1749 | 0.4079 | |
| Nonstationary TransformerHistory Length (T)=600 min2026.04 | 0.158 | 0.1702 | 1.2052 | 0.41 | |
| TimeXerHistory Length (T)=360 min2026.04 | 0.1631 | 0.1664 | 1.2364 | 0.4053 | |
| TimeXerHistory Length (T)=600 min2026.04 | 0.1636 | 0.1674 | 1.2195 | 0.4065 | |
| TSMixerHistory Length (T)=600 min2026.04 | 0.164 | 0.1697 | 1.2085 | 0.4082 | |
| TransformerHistory Length (T)=240 min2026.04 | 0.167 | 0.1722 | 1.2211 | 0.4095 | |
| NLinearHistory Length (T)=240 min2026.04 | 0.1673 | 0.208 | 2.0779 | 0.4505 | |
| ReformerHistory Length (T)=480 min2026.04 | 0.1693 | 0.1759 | 1.2455 | 0.4166 | |
| PyraformerHistory Length (T)=600 min2026.04 | 0.171 | 0.1822 | 1.5822 | 0.4179 | |
| TransformerHistory Length (T)=360 min2026.04 | 0.1726 | 0.1674 | 1.4009 | 0.4058 | |
| ReformerHistory Length (T)=360 min2026.04 | 0.173 | 0.1666 | 1.3543 | 0.4054 | |
| ReformerHistory Length (T)=240 min2026.04 | 0.1739 | 0.17 | 1.2483 | 0.4077 | |
| TransformerHistory Length (T)=480 min2026.04 | 0.1754 | 0.1727 | 1.3291 | 0.4115 | |
| TransformerHistory Length (T)=600 min2026.04 | 0.1785 | 0.1747 | 1.3318 | 0.414 | |
| CrossformerHistory Length (T)=360 min2026.04 | 0.1833 | 0.265 | 2.3161 | 0.5084 | |
| ReformerHistory Length (T)=600 min2026.04 | 0.186 | 0.1775 | 1.5094 | 0.4158 | |
| FEDformerHistory Length (T)=240 min2026.04 | 0.2164 | 0.2013 | 1.7254 | 0.4478 | |
| FEDformerHistory Length (T)=600 min2026.04 | 0.2741 | 0.2669 | 2.2863 | 0.5151 | |
| FEDformerHistory Length (T)=360 min2026.04 | 0.2747 | 0.2549 | 2.316 | 0.5044 | |
| FEDformerHistory Length (T)=480 min2026.04 | 0.3028 | 0.2976 | 2.5071 | 0.5455 |