# Multivariate Time-series Forecasting on Traffic (MAE, RMSE, RSE, CORR) Source: [Multivariate Time-series Forecasting on Traffic (MAE, RMSE, RSE, CORR)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:14.577Z Evaluation of models performing Multivariate Time Series Forecasting on the Traffic dataset, assessed using MAE, RMSE, 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) | Traffic | | 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 | 0.0257 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-Conv-LSTM | 0.028 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-SPS | 0.0285 | Not recorded | 697c3b01a8b01e76cc8da450 | | TCLN | 0.0287 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTNet | 0.029 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-SPS | 0.0291 | Not recorded | 697c3b01a8b01e76cc8da450 | | TS-Conv-LSTM | 0.0294 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-SPS | 0.0297 | Not recorded | 697c3b01a8b01e76cc8da450 | | TCLN | 0.0302 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-RNN | 0.0304 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTM | 0.0306 | Not recorded | 697c3b01a8b01e76cc8da450 | | TS-Conv-LSTM | 0.0308 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTNet | 0.0312 | Not recorded | 697c3b01a8b01e76cc8da450 | | TS-Conv-LSTM | 0.0313 | Not recorded | 697c3b01a8b01e76cc8da450 | | TS-Conv-LSTM | 0.0314 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTNet | 0.0321 | Not recorded | 697c3b01a8b01e76cc8da450 | | CNN | 0.0322 | Not recorded | 697c3b01a8b01e76cc8da450 | | TCLN | 0.0329 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-Conv-LSTM | 0.0332 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTNet | 0.0342 | Not recorded | 697c3b01a8b01e76cc8da450 | | CNN | 0.0346 | Not recorded | 697c3b01a8b01e76cc8da450 | | CNN | 0.0349 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-RNN | 0.0351 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-RNN | 0.0354 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTM | 0.0361 | Not recorded | 697c3b01a8b01e76cc8da450 | | CNN | 0.0365 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTM | 0.0369 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-Conv-LSTM | 0.0385 | Not recorded | 697c3b01a8b01e76cc8da450 | | LSTM | 0.0388 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-RNN | 0.0395 | Not recorded | 697c3b01a8b01e76cc8da450 | | TCLN | 0.0395 | Not recorded | 697c3b01a8b01e76cc8da450 | | DA-Conv-LSTM | 0.0422 | Not recorded | 697c3b01a8b01e76cc8da450 | ### DA-SPS MAE: 0.0257. Result ID: 6998fe025698665ec4633cf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### DA-Conv-LSTM MAE: 0.028. Result ID: 6998fe025698665ec4633ce8. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### DA-SPS MAE: 0.0285. Result ID: 6998fe025698665ec4633cf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### TCLN MAE: 0.0287. Result ID: 6998fe025698665ec4633cf0. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### LSTNet MAE: 0.029. Result ID: 6998fe025698665ec4633ce4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### DA-SPS MAE: 0.0291. Result ID: 6998fe025698665ec4633cf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### TS-Conv-LSTM MAE: 0.0294. Result ID: 6998fe025698665ec4633ced. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### DA-SPS MAE: 0.0297. Result ID: 6998fe025698665ec4633cf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. ### TCLN MAE: 0.0302. Result ID: 6998fe025698665ec4633cf1. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### DA-RNN MAE: 0.0304. Result ID: 6998fe025698665ec4633ce1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### LSTM MAE: 0.0306. Result ID: 6998fe025698665ec4633cdf. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### TS-Conv-LSTM MAE: 0.0308. Result ID: 6998fe025698665ec4633cef. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### LSTNet MAE: 0.0312. Result ID: 6998fe025698665ec4633ce6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. ### TS-Conv-LSTM MAE: 0.0313. Result ID: 6998fe025698665ec4633cec. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### TS-Conv-LSTM MAE: 0.0314. Result ID: 6998fe025698665ec4633cee. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. ### LSTNet MAE: 0.0321. Result ID: 6998fe025698665ec4633ce7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### CNN MAE: 0.0322. Result ID: 6998fe025698665ec4633cd8. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### TCLN MAE: 0.0329. Result ID: 6998fe025698665ec4633cf3. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### DA-Conv-LSTM MAE: 0.0332. Result ID: 6998fe025698665ec4633ceb. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### LSTNet MAE: 0.0342. Result ID: 6998fe025698665ec4633ce5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### CNN MAE: 0.0346. Result ID: 6998fe025698665ec4633cda. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. ### CNN MAE: 0.0349. Result ID: 6998fe025698665ec4633cdb. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### DA-RNN MAE: 0.0351. Result ID: 6998fe025698665ec4633ce2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. ### DA-RNN MAE: 0.0354. Result ID: 6998fe025698665ec4633ce0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### LSTM MAE: 0.0361. Result ID: 6998fe025698665ec4633cdc. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"3"}. This record does not assert independent reproduction. ### CNN MAE: 0.0365. Result ID: 6998fe025698665ec4633cd9. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### LSTM MAE: 0.0369. Result ID: 6998fe025698665ec4633cdd. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### DA-Conv-LSTM MAE: 0.0385. Result ID: 6998fe025698665ec4633ce9. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"6"}. This record does not assert independent reproduction. ### LSTM MAE: 0.0388. Result ID: 6998fe025698665ec4633cde. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. ### DA-RNN MAE: 0.0395. Result ID: 6998fe025698665ec4633ce3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### TCLN MAE: 0.0395. Result ID: 6998fe025698665ec4633cf2. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"12"}. This record does not assert independent reproduction. ### DA-Conv-LSTM MAE: 0.0422. Result ID: 6998fe025698665ec4633cea. [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.