# Multivariate Time-series Forecasting on ETTm2 15-minute (test) Source: [Multivariate Time-series Forecasting on ETTm2 15-minute (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:38.831Z Evaluation of models performing Multivariate Time-series Forecasting specifically on the 15-minute granularity test split of the ETTm2 dataset, typically 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 | Multivariate Time-series Forecasting | | Dataset (including any stated split) | ETTm2 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 | | --- | --- | --- | --- | | Autoformer | 0.153 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 0.173 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.178 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 0.211 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.255 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 0.303 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 0.333 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.342 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 0.365 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 0.427 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.434 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 0.558 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTMa | 0.58 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 0.658 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTMa | 0.747 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 0.768 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTMa | 0.969 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 1.047 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 1.09 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 1.101 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTMa | 2.041 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 2.397 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 2.441 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTMa | 2.541 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 2.619 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 2.856 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 3.09 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 3.126 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 3.142 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 3.409 | Not recorded | 68fa6b9a1e209131cea2f3a3 | ### Autoformer MSE: 0.153. Result ID: 698e993dffc3901de09f027b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"24"}. This record does not assert independent reproduction. ### Informer MSE: 0.173. Result ID: 698e993dffc3901de09f0280. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"24"}. This record does not assert independent reproduction. ### Autoformer MSE: 0.178. Result ID: 698e993dffc3901de09f027c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"48"}. This record does not assert independent reproduction. ### LogTrans MSE: 0.211. Result ID: 698e993dffc3901de09f0285. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"24"}. This record does not assert independent reproduction. ### Autoformer MSE: 0.255. Result ID: 698e993dffc3901de09f027d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"96"}. This record does not assert independent reproduction. ### Informer MSE: 0.303. Result ID: 698e993dffc3901de09f0281. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"48"}. This record does not assert independent reproduction. ### Reformer MSE: 0.333. Result ID: 698e993dffc3901de09f028a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"24"}. This record does not assert independent reproduction. ### Autoformer MSE: 0.342. Result ID: 698e993dffc3901de09f027e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"288"}. This record does not assert independent reproduction. ### Informer MSE: 0.365. Result ID: 698e993dffc3901de09f0282. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"96"}. This record does not assert independent reproduction. ### LogTrans MSE: 0.427. Result ID: 698e993dffc3901de09f0286. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"48"}. This record does not assert independent reproduction. ### Autoformer MSE: 0.434. Result ID: 698e993dffc3901de09f027f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"672"}. This record does not assert independent reproduction. ### Reformer MSE: 0.558. Result ID: 698e993dffc3901de09f028b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"48"}. This record does not assert independent reproduction. ### LSTMa MSE: 0.58. Result ID: 698e993dffc3901de09f0294. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"24"}. This record does not assert independent reproduction. ### Reformer MSE: 0.658. Result ID: 698e993dffc3901de09f028c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"96"}. This record does not assert independent reproduction. ### LSTMa MSE: 0.747. Result ID: 698e993dffc3901de09f0295. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"48"}. This record does not assert independent reproduction. ### LogTrans MSE: 0.768. Result ID: 698e993dffc3901de09f0287. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"96"}. This record does not assert independent reproduction. ### LSTMa MSE: 0.969. Result ID: 698e993dffc3901de09f0297. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"288"}. This record does not assert independent reproduction. ### Informer MSE: 1.047. Result ID: 698e993dffc3901de09f0283. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"288"}. This record does not assert independent reproduction. ### LogTrans MSE: 1.09. Result ID: 698e993dffc3901de09f0288. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"288"}. This record does not assert independent reproduction. ### LSTNet MSE: 1.101. Result ID: 698e993dffc3901de09f028f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"24"}. This record does not assert independent reproduction. ### LSTMa MSE: 2.041. Result ID: 698e993dffc3901de09f0296. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"96"}. This record does not assert independent reproduction. ### LogTrans MSE: 2.397. Result ID: 698e993dffc3901de09f0289. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"672"}. This record does not assert independent reproduction. ### Reformer MSE: 2.441. Result ID: 698e993dffc3901de09f028d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"288"}. This record does not assert independent reproduction. ### LSTMa MSE: 2.541. Result ID: 698e993dffc3901de09f0298. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"672"}. This record does not assert independent reproduction. ### LSTNet MSE: 2.619. Result ID: 698e993dffc3901de09f0290. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"48"}. This record does not assert independent reproduction. ### LSTNet MSE: 2.856. Result ID: 698e993dffc3901de09f0292. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"288"}. This record does not assert independent reproduction. ### Reformer MSE: 3.09. Result ID: 698e993dffc3901de09f028e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"672"}. This record does not assert independent reproduction. ### Informer MSE: 3.126. Result ID: 698e993dffc3901de09f0284. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predicted Length":"672"}. This record does not assert independent reproduction. ### LSTNet MSE: 3.142. Result ID: 698e993dffc3901de09f0291. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"96"}. This record does not assert independent reproduction. ### LSTNet MSE: 3.409. Result ID: 698e993dffc3901de09f0293. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predicted Length":"672"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.