# Multivariate Time Series Forecasting on ETT Avg Source: [Multivariate Time Series Forecasting on ETT Avg]() Collection index: [llms.txt]() Data updated: 2026-04-03T07:12:54.965Z Evaluation of models performing multivariate time series forecasting specifically on the ETT Avg dataset variant, typically assessed 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 | Multivariate Time Series Forecasting | | Dataset (including any stated split) | ETT Avg | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 29 of 29 | | 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 | | --- | --- | --- | --- | | DySCo | 0.321 | Not recorded | 69cf49980636e5bf4afcda71 | | DySCo | 0.339 | Not recorded | 69cf49980636e5bf4afcda71 | | Basic(best) | 0.342 | Not recorded | 69cf49980636e5bf4afcda71 | | Basic(best) | 0.357 | Not recorded | 69cf49980636e5bf4afcda71 | | DySCo | 0.357 | Not recorded | 69cf49980636e5bf4afcda71 | | Basic(best) | 0.37 | Not recorded | 69cf49980636e5bf4afcda71 | | DySCo | 0.371 | Not recorded | 69cf49980636e5bf4afcda71 | | FISformer | 0.375 | Not recorded | 69c21aa70636e5bf4afc4a89 | | RLinear | 0.38 | Not recorded | 68fa72851e209131cea56f9c | | PatchTST | 0.381 | Not recorded | 68fa72851e209131cea56f9c | | iTransformer | 0.383 | Not recorded | 68fa72851e209131cea56f9c | | iTransformer | 0.383 | Not recorded | 69c21aa70636e5bf4afc4a89 | | TimesNet | 0.391 | Not recorded | 68fa72851e209131cea56f9c | | Basic(best) | 0.391 | Not recorded | 69cf49980636e5bf4afcda71 | | Basic(2440) | 0.404 | Not recorded | 69cf49980636e5bf4afcda71 | | Fedformer | 0.407 | Not recorded | 69c21aa70636e5bf4afc4a89 | | FEDformer | 0.408 | Not recorded | 68fa72851e209131cea56f9c | | Basic(2440) | 0.415 | Not recorded | 69cf49980636e5bf4afcda71 | | DLinear | 0.442 | Not recorded | 68fa72851e209131cea56f9c | | Basic(2440) | 0.445 | Not recorded | 69cf49980636e5bf4afcda71 | | Basic(2440) | 0.446 | Not recorded | 69cf49980636e5bf4afcda71 | | Autoformer | 0.465 | Not recorded | 68fa72851e209131cea56f9c | | Autoformer | 0.465 | Not recorded | 69c21aa70636e5bf4afc4a89 | | Stationary | 0.471 | Not recorded | 68fa72851e209131cea56f9c | | TiDE | 0.482 | Not recorded | 68fa72851e209131cea56f9c | | Crossformer | 0.685 | Not recorded | 68fa72851e209131cea56f9c | | Crossformer | 0.685 | Not recorded | 69c21aa70636e5bf4afc4a89 | | SCINet | 0.689 | Not recorded | 68fa72851e209131cea56f9c | | Informer | 1.342 | Not recorded | 69c21aa70636e5bf4afc4a89 | ### DySCo MSE: 0.321. Result ID: 69cf686647f34ce924b8c8c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"PatchTST"}. This record does not assert independent reproduction. ### DySCo MSE: 0.339. Result ID: 69cf686647f34ce924b8c8c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TimeMixer"}. This record does not assert independent reproduction. ### Basic(best) MSE: 0.342. Result ID: 69cf686647f34ce924b8c8cb. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"PatchTST","Input Length":"optimal among {96, 192, 336, 720, 1440, 2440}"}. This record does not assert independent reproduction. ### Basic(best) MSE: 0.357. Result ID: 69cf686647f34ce924b8c8c8. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"TimeMixer","Input Length":"optimal among {96, 192, 336, 720, 1440, 2440}"}. This record does not assert independent reproduction. ### DySCo MSE: 0.357. Result ID: 69cf686647f34ce924b8c8cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"iTransformer"}. This record does not assert independent reproduction. ### Basic(best) MSE: 0.37. Result ID: 69cf686647f34ce924b8c8ce. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"iTransformer","Input Length":"optimal among {96, 192, 336, 720, 1440, 2440}"}. This record does not assert independent reproduction. ### DySCo MSE: 0.371. Result ID: 69cf686647f34ce924b8c8cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Linear"}. This record does not assert independent reproduction. ### FISformer MSE: 0.375. Result ID: 69c2b6ba47f34ce924ac0987. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Lengths":"{96, 192, 336, 720}"}. This record does not assert independent reproduction. ### RLinear MSE: 0.38. Result ID: 699259523a6c3148490e58ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Lookback length (T)":96,"Prediction length (S)":"96, 192, 336, 720"}. This record does not assert independent reproduction. ### PatchTST MSE: 0.381. Result ID: 699259523a6c3148490e58ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Lookback length (T)":96,"Prediction length (S)":"96, 192, 336, 720"}. This record does not assert independent reproduction. ### iTransformer MSE: 0.383. Result ID: 699259523a6c3148490e58ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Lookback length (T)":96,"Prediction length (S)":"96, 192, 336, 720"}. This record does not assert independent reproduction. ### iTransformer MSE: 0.383. Result ID: 69c2b6ba47f34ce924ac0988. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Lengths":"{96, 192, 336, 720}"}. This record does not assert independent reproduction. ### TimesNet MSE: 0.391. Result ID: 699259523a6c3148490e58f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Lookback length (T)":96,"Prediction length (S)":"96, 192, 336, 720"}. This record does not assert independent reproduction. ### Basic(best) MSE: 0.391. Result ID: 69cf686647f34ce924b8c8d1. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Linear","Input Length":"optimal among {96, 192, 336, 720, 1440, 2440}"}. This record does not assert independent reproduction. ### Basic(2440) MSE: 0.404. Result ID: 69cf686647f34ce924b8c8d0. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Linear","Input Length":"2440"}. This record does not assert independent reproduction. ### Fedformer MSE: 0.407. Result ID: 69c2b6ba47f34ce924ac098a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Lengths":"{96, 192, 336, 720}"}. This record does not assert independent reproduction. ### FEDformer MSE: 0.408. Result ID: 699259523a6c3148490e58f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Lookback length (T)":96,"Prediction length (S)":"96, 192, 336, 720"}. This record does not assert independent reproduction. ### Basic(2440) MSE: 0.415. Result ID: 69cf686647f34ce924b8c8cd. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"iTransformer","Input Length":"2440"}. This record does not assert independent reproduction. ### DLinear MSE: 0.442. Result ID: 699259523a6c3148490e58f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Lookback length (T)":96,"Prediction length (S)":"96, 192, 336, 720"}. This record does not assert independent reproduction. ### Basic(2440) MSE: 0.445. Result ID: 69cf686647f34ce924b8c8c7. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"TimeMixer","Input Length":"2440"}. This record does not assert independent reproduction. ### Basic(2440) MSE: 0.446. Result ID: 69cf686647f34ce924b8c8ca. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"PatchTST","Input Length":"2440"}. This record does not assert independent reproduction. ### Autoformer MSE: 0.465. Result ID: 699259523a6c3148490e58f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Lookback length (T)":96,"Prediction length (S)":"96, 192, 336, 720"}. This record does not assert independent reproduction. ### Autoformer MSE: 0.465. Result ID: 69c2b6ba47f34ce924ac098b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Lengths":"{96, 192, 336, 720}"}. This record does not assert independent reproduction. ### Stationary MSE: 0.471. Result ID: 699259523a6c3148490e58f5. [Reporting paper]() Recorded evaluation configuration: {"Lookback length (T)":96,"Prediction length (S)":"96, 192, 336, 720"}. This record does not assert independent reproduction. ### TiDE MSE: 0.482. Result ID: 699259523a6c3148490e58f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Lookback length (T)":96,"Prediction length (S)":"96, 192, 336, 720"}. This record does not assert independent reproduction. ### Crossformer MSE: 0.685. Result ID: 699259523a6c3148490e58ef. [Reporting paper]() Recorded evaluation configuration: {"Lookback length (T)":96,"Prediction length (S)":"96, 192, 336, 720"}. This record does not assert independent reproduction. ### Crossformer MSE: 0.685. Result ID: 69c2b6ba47f34ce924ac0989. [Reporting paper]() Recorded evaluation configuration: {"Prediction Lengths":"{96, 192, 336, 720}"}. This record does not assert independent reproduction. ### SCINet MSE: 0.689. Result ID: 699259523a6c3148490e58f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Lookback length (T)":96,"Prediction length (S)":"96, 192, 336, 720"}. This record does not assert independent reproduction. ### Informer MSE: 1.342. Result ID: 69c2b6ba47f34ce924ac098c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Lengths":"{96, 192, 336, 720}"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.