# Univariate Long-term Forecasting on Traffic Source: [Univariate Long-term Forecasting on Traffic]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:39.715Z Evaluation of models performing univariate long-term time series forecasting on the Traffic 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 | Univariate long-term forecasting | | Dataset (including any stated split) | Traffic | | 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 | | --- | --- | --- | --- | | FiLM | 0.11 | Not recorded | 68fa6d721e209131cea39f53 | | FEDformer | 0.131 | Not recorded | 68fa6d721e209131cea39f53 | | FiLM | 0.207 | Not recorded | 68fa6d721e209131cea39f53 | | LogTrans | 0.237 | Not recorded | 68fa6d721e209131cea39f53 | | Autoformer | 0.241 | Not recorded | 68fa6d721e209131cea39f53 | | FEDformer | 0.277 | Not recorded | 68fa6d721e209131cea39f53 | | Reformer | 0.298 | Not recorded | 68fa6d721e209131cea39f53 | | Autoformer | 0.3 | Not recorded | 68fa6d721e209131cea39f53 | | FiLM | 0.327 | Not recorded | 68fa6d721e209131cea39f53 | | S4 | 0.344 | Not recorded | 68fa6d721e209131cea39f53 | | S4 | 0.362 | Not recorded | 68fa6d721e209131cea39f53 | | FEDformer | 0.426 | Not recorded | 68fa6d721e209131cea39f53 | | S4 | 0.499 | Not recorded | 68fa6d721e209131cea39f53 | | Autoformer | 0.509 | Not recorded | 68fa6d721e209131cea39f53 | | S4 | 0.552 | Not recorded | 68fa6d721e209131cea39f53 | | Informer | 0.591 | Not recorded | 68fa6d721e209131cea39f53 | | LogTrans | 0.738 | Not recorded | 68fa6d721e209131cea39f53 | | Reformer | 0.777 | Not recorded | 68fa6d721e209131cea39f53 | | FiLM | 0.811 | Not recorded | 68fa6d721e209131cea39f53 | | FEDformer | 1.162 | Not recorded | 68fa6d721e209131cea39f53 | | Informer | 1.183 | Not recorded | 68fa6d721e209131cea39f53 | | Reformer | 1.203 | Not recorded | 68fa6d721e209131cea39f53 | | Autoformer | 1.26 | Not recorded | 68fa6d721e209131cea39f53 | | Informer | 1.367 | Not recorded | 68fa6d721e209131cea39f53 | | Reformer | 1.832 | Not recorded | 68fa6d721e209131cea39f53 | | Informer | 1.872 | Not recorded | 68fa6d721e209131cea39f53 | | LogTrans | 2.018 | Not recorded | 68fa6d721e209131cea39f53 | | LogTrans | 2.405 | Not recorded | 68fa6d721e209131cea39f53 | ### FiLM MSE: 0.11. Result ID: 698fa2953a6c314849fab50c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":96}. This record does not assert independent reproduction. ### FEDformer MSE: 0.131. Result ID: 698fa2953a6c314849fab510. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":96}. This record does not assert independent reproduction. ### FiLM MSE: 0.207. Result ID: 698fa2953a6c314849fab50d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":192}. This record does not assert independent reproduction. ### LogTrans MSE: 0.237. Result ID: 698fa2953a6c314849fab520. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":96}. This record does not assert independent reproduction. ### Autoformer MSE: 0.241. Result ID: 698fa2953a6c314849fab514. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":96}. This record does not assert independent reproduction. ### FEDformer MSE: 0.277. Result ID: 698fa2953a6c314849fab511. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":192}. This record does not assert independent reproduction. ### Reformer MSE: 0.298. Result ID: 698fa2953a6c314849fab524. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":96}. This record does not assert independent reproduction. ### Autoformer MSE: 0.3. Result ID: 698fa2953a6c314849fab515. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":192}. This record does not assert independent reproduction. ### FiLM MSE: 0.327. Result ID: 698fa2953a6c314849fab50e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":336}. This record does not assert independent reproduction. ### S4 MSE: 0.344. Result ID: 698fa2953a6c314849fab518. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":96}. This record does not assert independent reproduction. ### S4 MSE: 0.362. Result ID: 698fa2953a6c314849fab519. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":192}. This record does not assert independent reproduction. ### FEDformer MSE: 0.426. Result ID: 698fa2953a6c314849fab512. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":336}. This record does not assert independent reproduction. ### S4 MSE: 0.499. Result ID: 698fa2953a6c314849fab51a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":336}. This record does not assert independent reproduction. ### Autoformer MSE: 0.509. Result ID: 698fa2953a6c314849fab516. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":336}. This record does not assert independent reproduction. ### S4 MSE: 0.552. Result ID: 698fa2953a6c314849fab51b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":720}. This record does not assert independent reproduction. ### Informer MSE: 0.591. Result ID: 698fa2953a6c314849fab51c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":96}. This record does not assert independent reproduction. ### LogTrans MSE: 0.738. Result ID: 698fa2953a6c314849fab521. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":192}. This record does not assert independent reproduction. ### Reformer MSE: 0.777. Result ID: 698fa2953a6c314849fab525. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":192}. This record does not assert independent reproduction. ### FiLM MSE: 0.811. Result ID: 698fa2953a6c314849fab50f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":720}. This record does not assert independent reproduction. ### FEDformer MSE: 1.162. Result ID: 698fa2953a6c314849fab513. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":720}. This record does not assert independent reproduction. ### Informer MSE: 1.183. Result ID: 698fa2953a6c314849fab51d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":192}. This record does not assert independent reproduction. ### Reformer MSE: 1.203. Result ID: 698fa2953a6c314849fab527. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":720}. This record does not assert independent reproduction. ### Autoformer MSE: 1.26. Result ID: 698fa2953a6c314849fab517. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":720}. This record does not assert independent reproduction. ### Informer MSE: 1.367. Result ID: 698fa2953a6c314849fab51e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":336}. This record does not assert independent reproduction. ### Reformer MSE: 1.832. Result ID: 698fa2953a6c314849fab526. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":336}. This record does not assert independent reproduction. ### Informer MSE: 1.872. Result ID: 698fa2953a6c314849fab51f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":720}. This record does not assert independent reproduction. ### LogTrans MSE: 2.018. Result ID: 698fa2953a6c314849fab522. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":336}. This record does not assert independent reproduction. ### LogTrans MSE: 2.405. Result ID: 698fa2953a6c314849fab523. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":720}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.