# Long-term forecasting on Traffic (MSE at horizons 96, 192, 336, 720) Source: [Long-term forecasting on Traffic (MSE at horizons 96, 192, 336, 720)]() Collection index: [llms.txt]() Data updated: 2026-06-16T11:13:23.379Z Evaluation of long-term time series forecasting models on the Traffic dataset, reporting Mean Squared Error (MSE) specifically at forecasting 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) | Traffic | | Metric | MSE (Horizon 96) | | 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 (Horizon 96)](): Lower is better; unit: SCALAR. - [MSE (Horizon 192)](): Lower is better; unit: SCALAR. - [MSE (Horizon 336)](): Lower is better; unit: SCALAR. - [MSE (Horizon 720)](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE (Horizon 96) | Result date | Report paper | | --- | --- | --- | --- | | PatchTST | 0.366 | Not recorded | 6a30d923d33dfb23e783d36d | | FITS | 0.385 | Not recorded | 6a30d923d33dfb23e783d36d | | DLinear | 0.413 | Not recorded | 6a30d923d33dfb23e783d36d | | HAMON-DiffInt | 0.421 | Not recorded | 6a30d923d33dfb23e783d36d | | HAMON-Coh | 0.423 | Not recorded | 6a30d923d33dfb23e783d36d | | FEDformer | 0.573 | Not recorded | 6a30d923d33dfb23e783d36d | | TimesNet | 0.593 | Not recorded | 6a30d923d33dfb23e783d36d | ### PatchTST MSE (Horizon 96): 0.366. Result ID: 6a312fbafbc373592c2e8f9b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FITS MSE (Horizon 96): 0.385. Result ID: 6a312fbafbc373592c2e8f9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLinear MSE (Horizon 96): 0.413. Result ID: 6a312fbafbc373592c2e8f9c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HAMON-DiffInt MSE (Horizon 96): 0.421. Result ID: 6a312fbafbc373592c2e8fa1. [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. ### HAMON-Coh MSE (Horizon 96): 0.423. Result ID: 6a312fbafbc373592c2e8fa0. [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 (Horizon 96): 0.573. Result ID: 6a312fbafbc373592c2e8f9d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet MSE (Horizon 96): 0.593. Result ID: 6a312fbafbc373592c2e8f9e. [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.