# Multivariate Time-series Forecasting on ETTm1 15-minute (test) Source: [Multivariate Time-series Forecasting on ETTm1 15-minute (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:38.816Z Evaluation of models performing Multivariate Time-series Forecasting specifically on the 15-minute granularity test split of the ETTm1 dataset, 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) | ETTm1 15-minute (test) | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 30 of 30 | | 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 | | --- | --- | --- | --- | | Informer | 0.323 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.383 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 0.419 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.454 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.481 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 0.494 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 0.507 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.606 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTMa | 0.621 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.634 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 0.678 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 0.724 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 0.768 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 1.056 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 1.098 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 1.192 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 1.257 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTMa | 1.339 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTMa | 1.392 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 1.433 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 1.462 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 1.669 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTMa | 1.74 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 1.82 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 1.917 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 1.968 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 1.999 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 2.187 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTMa | 2.736 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 2.762 | Not recorded | 68fa6b9a1e209131cea2f3a3 | ### Informer MSE: 0.323. Result ID: 698e993dffc3901de09f0262. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"24"}. This record does not assert independent reproduction. ### Autoformer MSE: 0.383. Result ID: 698e993dffc3901de09f025d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"24"}. This record does not assert independent reproduction. ### LogTrans MSE: 0.419. Result ID: 698e993dffc3901de09f0267. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"24"}. This record does not assert independent reproduction. ### Autoformer MSE: 0.454. Result ID: 698e993dffc3901de09f025e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"48"}. This record does not assert independent reproduction. ### Autoformer MSE: 0.481. Result ID: 698e993dffc3901de09f025f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"96"}. This record does not assert independent reproduction. ### Informer MSE: 0.494. Result ID: 698e993dffc3901de09f0263. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"48"}. This record does not assert independent reproduction. ### LogTrans MSE: 0.507. Result ID: 698e993dffc3901de09f0268. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"48"}. This record does not assert independent reproduction. ### Autoformer MSE: 0.606. Result ID: 698e993dffc3901de09f0261. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"672"}. This record does not assert independent reproduction. ### LSTMa MSE: 0.621. Result ID: 698e993dffc3901de09f0276. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"24"}. This record does not assert independent reproduction. ### Autoformer MSE: 0.634. Result ID: 698e993dffc3901de09f0260. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"288"}. This record does not assert independent reproduction. ### Informer MSE: 0.678. Result ID: 698e993dffc3901de09f0264. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"96"}. This record does not assert independent reproduction. ### Reformer MSE: 0.724. Result ID: 698e993dffc3901de09f026c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"24"}. This record does not assert independent reproduction. ### LogTrans MSE: 0.768. Result ID: 698e993dffc3901de09f0269. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"96"}. This record does not assert independent reproduction. ### Informer MSE: 1.056. Result ID: 698e993dffc3901de09f0265. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"288"}. This record does not assert independent reproduction. ### Reformer MSE: 1.098. Result ID: 698e993dffc3901de09f026d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"48"}. This record does not assert independent reproduction. ### Informer MSE: 1.192. Result ID: 698e993dffc3901de09f0266. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"672"}. This record does not assert independent reproduction. ### LSTNet MSE: 1.257. Result ID: 698e993dffc3901de09f0274. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"288"}. This record does not assert independent reproduction. ### LSTMa MSE: 1.339. Result ID: 698e993dffc3901de09f0278. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"96"}. This record does not assert independent reproduction. ### LSTMa MSE: 1.392. Result ID: 698e993dffc3901de09f0277. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"48"}. This record does not assert independent reproduction. ### Reformer MSE: 1.433. Result ID: 698e993dffc3901de09f026e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"96"}. This record does not assert independent reproduction. ### LogTrans MSE: 1.462. Result ID: 698e993dffc3901de09f026a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"288"}. This record does not assert independent reproduction. ### LogTrans MSE: 1.669. Result ID: 698e993dffc3901de09f026b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"672"}. This record does not assert independent reproduction. ### LSTMa MSE: 1.74. Result ID: 698e993dffc3901de09f0279. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"288"}. This record does not assert independent reproduction. ### Reformer MSE: 1.82. Result ID: 698e993dffc3901de09f026f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"288"}. This record does not assert independent reproduction. ### LSTNet MSE: 1.917. Result ID: 698e993dffc3901de09f0275. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"672"}. This record does not assert independent reproduction. ### LSTNet MSE: 1.968. Result ID: 698e993dffc3901de09f0271. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"24"}. This record does not assert independent reproduction. ### LSTNet MSE: 1.999. Result ID: 698e993dffc3901de09f0272. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"48"}. This record does not assert independent reproduction. ### Reformer MSE: 2.187. Result ID: 698e993dffc3901de09f0270. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"672"}. This record does not assert independent reproduction. ### LSTMa MSE: 2.736. Result ID: 698e993dffc3901de09f027a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"672"}. This record does not assert independent reproduction. ### LSTNet MSE: 2.762. Result ID: 698e993dffc3901de09f0273. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"96"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.