# Multivariate Time Series Forecasting on ETTm2 full (test) Source: [Multivariate Time Series Forecasting on ETTm2 full (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:38.696Z Evaluation of models performing Multivariate Time Series Forecasting on the full 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 full (test) | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 28 of 28 | | 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 | 0.255 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.281 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.339 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 0.365 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.422 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 0.533 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 0.658 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 0.768 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 0.989 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 1.078 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 1.334 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 1.363 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 1.549 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTM | 2.041 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTM | 2.249 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTM | 2.568 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 2.631 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTM | 2.72 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | TCN | 3.041 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 3.048 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | TCN | 3.072 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | TCN | 3.105 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | TCN | 3.135 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 3.142 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 3.154 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 3.16 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 3.171 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 3.379 | Not recorded | 68fa6b9a1e209131cea2f3a3 | ### Autoformer MSE: 0.255. Result ID: 698e993dffc3901de09f0151. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction. ### Autoformer MSE: 0.281. Result ID: 698e993dffc3901de09f0158. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":192}. This record does not assert independent reproduction. ### Autoformer MSE: 0.339. Result ID: 698e993dffc3901de09f015f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":336}. This record does not assert independent reproduction. ### Informer MSE: 0.365. Result ID: 698e993dffc3901de09f0152. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction. ### Autoformer MSE: 0.422. Result ID: 698e993dffc3901de09f0166. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":720}. This record does not assert independent reproduction. ### Informer MSE: 0.533. Result ID: 698e993dffc3901de09f0159. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":192}. This record does not assert independent reproduction. ### Reformer MSE: 0.658. Result ID: 698e993dffc3901de09f0154. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction. ### LogTrans MSE: 0.768. Result ID: 698e993dffc3901de09f0153. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction. ### LogTrans MSE: 0.989. Result ID: 698e993dffc3901de09f015a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":192}. This record does not assert independent reproduction. ### Reformer MSE: 1.078. Result ID: 698e993dffc3901de09f015b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":192}. This record does not assert independent reproduction. ### LogTrans MSE: 1.334. Result ID: 698e993dffc3901de09f0161. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":336}. This record does not assert independent reproduction. ### Informer MSE: 1.363. Result ID: 698e993dffc3901de09f0160. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":336}. This record does not assert independent reproduction. ### Reformer MSE: 1.549. Result ID: 698e993dffc3901de09f0162. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":336}. This record does not assert independent reproduction. ### LSTM MSE: 2.041. Result ID: 698e993dffc3901de09f0156. [Reporting paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction. ### LSTM MSE: 2.249. Result ID: 698e993dffc3901de09f015d. [Reporting paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":192}. This record does not assert independent reproduction. ### LSTM MSE: 2.568. Result ID: 698e993dffc3901de09f0164. [Reporting paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":336}. This record does not assert independent reproduction. ### Reformer MSE: 2.631. Result ID: 698e993dffc3901de09f0169. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":720}. This record does not assert independent reproduction. ### LSTM MSE: 2.72. Result ID: 698e993dffc3901de09f016b. [Reporting paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":720}. This record does not assert independent reproduction. ### TCN MSE: 3.041. Result ID: 698e993dffc3901de09f0157. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction. ### LogTrans MSE: 3.048. Result ID: 698e993dffc3901de09f0168. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":720}. This record does not assert independent reproduction. ### TCN MSE: 3.072. Result ID: 698e993dffc3901de09f015e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":192}. This record does not assert independent reproduction. ### TCN MSE: 3.105. Result ID: 698e993dffc3901de09f0165. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":336}. This record does not assert independent reproduction. ### TCN MSE: 3.135. Result ID: 698e993dffc3901de09f016c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":720}. This record does not assert independent reproduction. ### LSTNet MSE: 3.142. Result ID: 698e993dffc3901de09f0155. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction. ### LSTNet MSE: 3.154. Result ID: 698e993dffc3901de09f015c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":192}. This record does not assert independent reproduction. ### LSTNet MSE: 3.16. Result ID: 698e993dffc3901de09f0163. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":336}. This record does not assert independent reproduction. ### LSTNet MSE: 3.171. Result ID: 698e993dffc3901de09f016a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":720}. This record does not assert independent reproduction. ### Informer MSE: 3.379. Result ID: 698e993dffc3901de09f0167. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":720}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.