# Long-term forecasting on Weather (MSE at 96, 192, 336, 720 steps) Source: [Long-term forecasting on Weather (MSE at 96, 192, 336, 720 steps)]() Collection index: [llms.txt]() Data updated: 2026-06-16T11:13:23.291Z Evaluation of models performing long-term forecasting on the Weather dataset, specifically reporting Mean Squared Error (MSE) at forecast horizons of 96, 192, 336, and 720 time steps. 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 | | Metric | MSE (96 steps) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 (96 steps)](): Lower is better; unit: SCALAR. - [MSE (192 steps)](): Lower is better; unit: SCALAR. - [MSE (336 steps)](): Lower is better; unit: SCALAR. - [MSE (720 steps)](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE (96 steps) | Result date | Report paper | | --- | --- | --- | --- | | FITS | 0.143 | Not recorded | 6a30d923d33dfb23e783d36d | | PatchTST | 0.151 | Not recorded | 6a30d923d33dfb23e783d36d | | HAMON-DiffInt | 0.153 | Not recorded | 6a30d923d33dfb23e783d36d | | TimesNet | 0.172 | Not recorded | 6a30d923d33dfb23e783d36d | | DLinear | 0.174 | Not recorded | 6a30d923d33dfb23e783d36d | | HAMON-Coh | 0.18 | Not recorded | 6a30d923d33dfb23e783d36d | | FEDformer | 0.246 | Not recorded | 6a30d923d33dfb23e783d36d | ### FITS MSE (96 steps): 0.143. Result ID: 6a312fbafbc373592c2e8f91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PatchTST MSE (96 steps): 0.151. Result ID: 6a312fbafbc373592c2e8f8d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HAMON-DiffInt MSE (96 steps): 0.153. Result ID: 6a312fbafbc373592c2e8f93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoding":"phase encoding","Readout":"differential intensity readout","Lookback":"336","Number of phase-mask layers":"16"}. This record does not assert independent reproduction. ### TimesNet MSE (96 steps): 0.172. Result ID: 6a312fbafbc373592c2e8f90. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLinear MSE (96 steps): 0.174. Result ID: 6a312fbafbc373592c2e8f8e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HAMON-Coh MSE (96 steps): 0.18. Result ID: 6a312fbafbc373592c2e8f92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoding":"amplitude encoding","Readout":"coherent readout","Lookback":"336","Number of phase-mask layers":"16"}. This record does not assert independent reproduction. ### FEDformer MSE (96 steps): 0.246. Result ID: 6a312fbafbc373592c2e8f8f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.