# Long-term forecasting on Weather T=96 Source: [Long-term forecasting on Weather T=96]() Collection index: [llms.txt]() Data updated: 2026-06-01T09:31:04.216Z Evaluation of models performing Long-term forecasting on the Weather T=96 dataset, measured using MSE and MAE. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Long-term forecasting | | Dataset (including any stated split) | Weather T=96 | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 19 of 19 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [MSE](): Lower is better; unit: SCALAR. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | AMD | 0.145 | Not recorded | 68fa78111e209131cea769c1 | | TimeMixer | 0.147 | Not recorded | 68fa78111e209131cea769c1 | | PatchTST | 0.149 | Not recorded | 68fa78111e209131cea769c1 | | DLinear | 0.152 | Not recorded | 68fa78111e209131cea769c1 | | Crossformer | 0.153 | Not recorded | 68fa78111e209131cea769c1 | | MTS-Mixers | 0.156 | Not recorded | 68fa78111e209131cea769c1 | | SIGMA | 0.16 | Not recorded | 6a1d1228dbd7150506f8405f | | MICN | 0.161 | Not recorded | 68fa78111e209131cea769c1 | | MSGNet | 0.161 | Not recorded | 6a1d1228dbd7150506f8405f | | WPMixer | 0.164 | Not recorded | 6a1d1228dbd7150506f8405f | | TimeMixer | 0.166 | Not recorded | 6a1d1228dbd7150506f8405f | | TimesNet | 0.172 | Not recorded | 68fa78111e209131cea769c1 | | MultiPatch. | 0.172 | Not recorded | 6a1d1228dbd7150506f8405f | | TimesNet | 0.172 | Not recorded | 6a1d1228dbd7150506f8405f | | iTransformer | 0.174 | Not recorded | 68fa78111e209131cea769c1 | | AMD | 0.182 | Not recorded | 6a1d1228dbd7150506f8405f | | MICN | 0.192 | Not recorded | 6a1d1228dbd7150506f8405f | | Pyra. | 0.195 | Not recorded | 6a1d1228dbd7150506f8405f | | FEDformer | 0.238 | Not recorded | 68fa78111e209131cea769c1 | ### AMD MSE: 0.145. Result ID: 69957b813badfaffe672a1d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Length (T)":96}. This record does not assert independent reproduction. ### TimeMixer MSE: 0.147. Result ID: 69957b813badfaffe672a1d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length (T)":96}. This record does not assert independent reproduction. ### PatchTST MSE: 0.149. Result ID: 69957b813badfaffe672a1d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length (T)":96}. This record does not assert independent reproduction. ### DLinear MSE: 0.152. Result ID: 69957b813badfaffe672a1de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Length (T)":96}. This record does not assert independent reproduction. ### Crossformer MSE: 0.153. Result ID: 69957b813badfaffe672a1da. [Reporting paper]() Recorded evaluation configuration: {"Prediction Length (T)":96}. This record does not assert independent reproduction. ### MTS-Mixers MSE: 0.156. Result ID: 69957b813badfaffe672a1df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length (T)":96}. This record does not assert independent reproduction. ### SIGMA MSE: 0.16. Result ID: 6a1d513cfbc373592c16df7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction. ### MICN MSE: 0.161. Result ID: 69957b813badfaffe672a1dd. [Reporting paper]() Recorded evaluation configuration: {"Prediction Length (T)":96}. This record does not assert independent reproduction. ### MSGNet MSE: 0.161. Result ID: 6a1d513cfbc373592c16df82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction. ### WPMixer MSE: 0.164. Result ID: 6a1d513cfbc373592c16df80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction. ### TimeMixer MSE: 0.166. Result ID: 6a1d513cfbc373592c16df81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction. ### TimesNet MSE: 0.172. Result ID: 69957b813badfaffe672a1dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length (T)":96}. This record does not assert independent reproduction. ### MultiPatch. MSE: 0.172. Result ID: 6a1d513cfbc373592c16df7f. [Reporting paper]() Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction. ### TimesNet MSE: 0.172. Result ID: 6a1d513cfbc373592c16df84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction. ### iTransformer MSE: 0.174. Result ID: 69957b813badfaffe672a1d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length (T)":96}. This record does not assert independent reproduction. ### AMD MSE: 0.182. Result ID: 6a1d513cfbc373592c16df7e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction. ### MICN MSE: 0.192. Result ID: 6a1d513cfbc373592c16df83. [Reporting paper]() Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction. ### Pyra. MSE: 0.195. Result ID: 6a1d513cfbc373592c16df85. [Reporting paper]() Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction. ### FEDformer MSE: 0.238. Result ID: 69957b813badfaffe672a1db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length (T)":96}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.