# Multivariate Time-series Forecasting on Electricity (MAE, RMSE, RSE, CORR) Source: [Multivariate Time-series Forecasting on Electricity (MAE, RMSE, RSE, CORR)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:14.551Z Evaluation of models performing Multivariate Time-series Forecasting on the Electricity dataset, assessed using standard error metrics (MAE, RMSE) alongside RSE and Correlation (CORR). 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 | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 32 of 32 | | 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 - [MAE](): Lower is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. - [RSE](): Lower is better; unit: SCALAR. - [CORR](): Higher is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | DA-SPS | 0.0253 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-Conv-LSTM | 0.0288 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-SPS | 0.0288 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-SPS | 0.0293 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-SPS | 0.0294 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTNet | 0.0311 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-RNN | 0.0324 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTNet | 0.0335 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTNet | 0.0337 | Not recorded | 697c3b01a8b01e76cc8da450 | | CNN | 0.0352 | Not recorded | 697c3b01a8b01e76cc8da450 | | CNN | 0.0357 | Not recorded | 697c3b01a8b01e76cc8da450 | | TCLN | 0.0361 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTM | 0.0366 | Not recorded | 697c3b01a8b01e76cc8da450 | | TS-Conv-LSTM | 0.0368 | Not recorded | 697c3b01a8b01e76cc8da450 | | TS-Conv-LSTM | 0.0372 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTM | 0.0373 | Not recorded | 697c3b01a8b01e76cc8da450 | | TCLN | 0.0373 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-Conv-LSTM | 0.0382 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTM | 0.0387 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTM | 0.039 | Not recorded | 697c3b01a8b01e76cc8da450 | | TS-Conv-LSTM | 0.0396 | Not recorded | 697c3b01a8b01e76cc8da450 | | TCLN | 0.0399 | Not recorded | 697c3b01a8b01e76cc8da450 | | TCLN | 0.0402 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTNet | 0.0405 | Not recorded | 697c3b01a8b01e76cc8da450 | | CNN | 0.0406 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-Conv-LSTM | 0.0406 | Not recorded | 697c3b01a8b01e76cc8da450 | | CNN | 0.041 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-RNN | 0.0426 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-Conv-LSTM | 0.0439 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-RNN | 0.044 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-RNN | 0.0446 | Not recorded | 697c3b01a8b01e76cc8da450 | | TS-Conv-LSTM | 0.0461 | Not recorded | 697c3b01a8b01e76cc8da450 | ### DA-SPS MAE: 0.0253. Result ID: 6998fe025698665ec4633cb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### DA-Conv-LSTM MAE: 0.0288. Result ID: 6998fe025698665ec4633ca8. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### DA-SPS MAE: 0.0288. Result ID: 6998fe025698665ec4633cb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### DA-SPS MAE: 0.0293. Result ID: 6998fe025698665ec4633cb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### DA-SPS MAE: 0.0294. Result ID: 6998fe025698665ec4633cb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. ### LSTNet MAE: 0.0311. Result ID: 6998fe025698665ec4633ca4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### DA-RNN MAE: 0.0324. Result ID: 6998fe025698665ec4633ca0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### LSTNet MAE: 0.0335. Result ID: 6998fe025698665ec4633ca5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### LSTNet MAE: 0.0337. Result ID: 6998fe025698665ec4633ca6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. ### CNN MAE: 0.0352. Result ID: 6998fe025698665ec4633c99. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### CNN MAE: 0.0357. Result ID: 6998fe025698665ec4633c98. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### TCLN MAE: 0.0361. Result ID: 6998fe025698665ec4633cb0. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### LSTM MAE: 0.0366. Result ID: 6998fe025698665ec4633c9c. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### TS-Conv-LSTM MAE: 0.0368. Result ID: 6998fe025698665ec4633cac. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### TS-Conv-LSTM MAE: 0.0372. Result ID: 6998fe025698665ec4633caf. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### LSTM MAE: 0.0373. Result ID: 6998fe025698665ec4633c9d. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### TCLN MAE: 0.0373. Result ID: 6998fe025698665ec4633cb3. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### DA-Conv-LSTM MAE: 0.0382. Result ID: 6998fe025698665ec4633ca9. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### LSTM MAE: 0.0387. Result ID: 6998fe025698665ec4633c9f. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### LSTM MAE: 0.039. Result ID: 6998fe025698665ec4633c9e. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. ### TS-Conv-LSTM MAE: 0.0396. Result ID: 6998fe025698665ec4633cad. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### TCLN MAE: 0.0399. Result ID: 6998fe025698665ec4633cb1. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### TCLN MAE: 0.0402. Result ID: 6998fe025698665ec4633cb2. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. ### LSTNet MAE: 0.0405. Result ID: 6998fe025698665ec4633ca7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### CNN MAE: 0.0406. Result ID: 6998fe025698665ec4633c9b. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### DA-Conv-LSTM MAE: 0.0406. Result ID: 6998fe025698665ec4633cab. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### CNN MAE: 0.041. Result ID: 6998fe025698665ec4633c9a. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. ### DA-RNN MAE: 0.0426. Result ID: 6998fe025698665ec4633ca1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### DA-Conv-LSTM MAE: 0.0439. Result ID: 6998fe025698665ec4633caa. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. ### DA-RNN MAE: 0.044. Result ID: 6998fe025698665ec4633ca3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### DA-RNN MAE: 0.0446. Result ID: 6998fe025698665ec4633ca2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. ### TS-Conv-LSTM MAE: 0.0461. Result ID: 6998fe025698665ec4633cae. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.