# M2M Forecasting on Electricity (test) Source: [M2M Forecasting on Electricity (test)]() Collection index: [llms.txt]() Data updated: 2026-03-11T06:32:21.653Z Evaluation of models performing Many-to-Many (M2M) Time Series Forecasting on the test split of the Electricity dataset, assessed using RMSE. 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 | M2M Forecasting | | Dataset (including any stated split) | Electricity (test) | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | TSRating | 0.837 | Not recorded | 68fa79001e209131cea7b970 | | TimeInf | 0.853 | Not recorded | 68fa79001e209131cea7b970 | | DataOob | 0.854 | Not recorded | 68fa79001e209131cea7b970 | | DataShapley | 0.854 | Not recorded | 68fa79001e209131cea7b970 | | KNNShapley | 0.854 | Not recorded | 68fa79001e209131cea7b970 | | Random | 0.856 | Not recorded | 68fa79001e209131cea7b970 | | TSRating | 1.913 | Not recorded | 68fa79001e209131cea7b970 | | DataShapley | 1.917 | Not recorded | 68fa79001e209131cea7b970 | | DataOob | 1.919 | Not recorded | 68fa79001e209131cea7b970 | | TimeInf | 1.921 | Not recorded | 68fa79001e209131cea7b970 | | KNNShapley | 1.922 | Not recorded | 68fa79001e209131cea7b970 | | Random | 1.943 | Not recorded | 68fa79001e209131cea7b970 | | TSRating | 2.013 | Not recorded | 68fa79001e209131cea7b970 | | DataOob | 2.014 | Not recorded | 68fa79001e209131cea7b970 | | DataShapley | 2.048 | Not recorded | 68fa79001e209131cea7b970 | | TimeInf | 2.061 | Not recorded | 68fa79001e209131cea7b970 | | KNNShapley | 2.09 | Not recorded | 68fa79001e209131cea7b970 | | Random | 2.257 | Not recorded | 68fa79001e209131cea7b970 | ### TSRating RMSE: 0.837. Result ID: 69b10bee6dbb7075b95ab235. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PatchTST","Configuration":"M2M"}. This record does not assert independent reproduction. ### TimeInf RMSE: 0.853. Result ID: 69b10bee6dbb7075b95ab232. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PatchTST","Configuration":"M2M"}. This record does not assert independent reproduction. ### DataOob RMSE: 0.854. Result ID: 69b10bee6dbb7075b95ab229. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PatchTST","Configuration":"M2M"}. This record does not assert independent reproduction. ### DataShapley RMSE: 0.854. Result ID: 69b10bee6dbb7075b95ab22c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PatchTST","Configuration":"M2M"}. This record does not assert independent reproduction. ### KNNShapley RMSE: 0.854. Result ID: 69b10bee6dbb7075b95ab22f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PatchTST","Configuration":"M2M"}. This record does not assert independent reproduction. ### Random RMSE: 0.856. Result ID: 69b10bee6dbb7075b95ab226. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"PatchTST","Configuration":"M2M"}. This record does not assert independent reproduction. ### TSRating RMSE: 1.913. Result ID: 69b10bee6dbb7075b95ab234. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CNN","Configuration":"M2M"}. This record does not assert independent reproduction. ### DataShapley RMSE: 1.917. Result ID: 69b10bee6dbb7075b95ab22b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CNN","Configuration":"M2M"}. This record does not assert independent reproduction. ### DataOob RMSE: 1.919. Result ID: 69b10bee6dbb7075b95ab228. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CNN","Configuration":"M2M"}. This record does not assert independent reproduction. ### TimeInf RMSE: 1.921. Result ID: 69b10bee6dbb7075b95ab231. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CNN","Configuration":"M2M"}. This record does not assert independent reproduction. ### KNNShapley RMSE: 1.922. Result ID: 69b10bee6dbb7075b95ab22e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CNN","Configuration":"M2M"}. This record does not assert independent reproduction. ### Random RMSE: 1.943. Result ID: 69b10bee6dbb7075b95ab225. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CNN","Configuration":"M2M"}. This record does not assert independent reproduction. ### TSRating RMSE: 2.013. Result ID: 69b10bee6dbb7075b95ab233. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Linear","Configuration":"M2M"}. This record does not assert independent reproduction. ### DataOob RMSE: 2.014. Result ID: 69b10bee6dbb7075b95ab227. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Linear","Configuration":"M2M"}. This record does not assert independent reproduction. ### DataShapley RMSE: 2.048. Result ID: 69b10bee6dbb7075b95ab22a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Linear","Configuration":"M2M"}. This record does not assert independent reproduction. ### TimeInf RMSE: 2.061. Result ID: 69b10bee6dbb7075b95ab230. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Linear","Configuration":"M2M"}. This record does not assert independent reproduction. ### KNNShapley RMSE: 2.09. Result ID: 69b10bee6dbb7075b95ab22d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Linear","Configuration":"M2M"}. This record does not assert independent reproduction. ### Random RMSE: 2.257. Result ID: 69b10bee6dbb7075b95ab224. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Linear","Configuration":"M2M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.