# Multivariate Time Series Forecasting on Electricity full (test) Source: [Multivariate Time Series Forecasting on Electricity full (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:38.715Z Evaluation of models performing Multivariate Time Series Forecasting on the test split of the full Electricity 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) | Electricity 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 | 0.201 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.222 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.231 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Autoformer | 0.254 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 0.258 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 0.266 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 0.274 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 0.28 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LogTrans | 0.283 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 0.296 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 0.3 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 0.312 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 0.34 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 0.348 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Reformer | 0.35 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | Informer | 0.373 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTM | 0.375 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTM | 0.439 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTM | 0.442 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 0.68 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 0.725 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 0.828 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTNet | 0.957 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | LSTM | 0.98 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | TCN | 0.985 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | TCN | 0.996 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | TCN | 1 | Not recorded | 68fa6b9a1e209131cea2f3a3 | | TCN | 1.438 | Not recorded | 68fa6b9a1e209131cea2f3a3 | ### Autoformer MSE: 0.201. Result ID: 698e993dffc3901de09f016d. [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: 0.222. Result ID: 698e993dffc3901de09f0174. [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: 0.231. Result ID: 698e993dffc3901de09f017b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":336}. This record does not assert independent reproduction. ### Autoformer MSE: 0.254. Result ID: 698e993dffc3901de09f0182. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":720}. This record does not assert independent reproduction. ### LogTrans MSE: 0.258. Result ID: 698e993dffc3901de09f016f. [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: 0.266. Result ID: 698e993dffc3901de09f0176. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":192}. This record does not assert independent reproduction. ### Informer MSE: 0.274. Result ID: 698e993dffc3901de09f016e. [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: 0.28. Result ID: 698e993dffc3901de09f017d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":336}. This record does not assert independent reproduction. ### LogTrans MSE: 0.283. Result ID: 698e993dffc3901de09f0184. [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: 0.296. Result ID: 698e993dffc3901de09f0175. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":192}. This record does not assert independent reproduction. ### Informer MSE: 0.3. Result ID: 698e993dffc3901de09f017c. [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: 0.312. Result ID: 698e993dffc3901de09f0170. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction. ### Reformer MSE: 0.34. Result ID: 698e993dffc3901de09f0185. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":720}. This record does not assert independent reproduction. ### Reformer MSE: 0.348. Result ID: 698e993dffc3901de09f0177. [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: 0.35. Result ID: 698e993dffc3901de09f017e. [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: 0.373. Result ID: 698e993dffc3901de09f0183. [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: 0.375. Result ID: 698e993dffc3901de09f0172. [Reporting paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction. ### LSTM MSE: 0.439. Result ID: 698e993dffc3901de09f0180. [Reporting paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":336}. This record does not assert independent reproduction. ### LSTM MSE: 0.442. Result ID: 698e993dffc3901de09f0179. [Reporting paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":192}. This record does not assert independent reproduction. ### LSTNet MSE: 0.68. Result ID: 698e993dffc3901de09f0171. [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: 0.725. Result ID: 698e993dffc3901de09f0178. [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: 0.828. Result ID: 698e993dffc3901de09f017f. [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: 0.957. Result ID: 698e993dffc3901de09f0186. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":720}. This record does not assert independent reproduction. ### LSTM MSE: 0.98. Result ID: 698e993dffc3901de09f0187. [Reporting paper]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":720}. This record does not assert independent reproduction. ### TCN MSE: 0.985. Result ID: 698e993dffc3901de09f0173. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction. ### TCN MSE: 0.996. Result ID: 698e993dffc3901de09f017a. [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: 1. Result ID: 698e993dffc3901de09f0181. [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: 1.438. Result ID: 698e993dffc3901de09f0188. [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.