# Univariate Long-Term Forecasting on Exchange Source: [Univariate Long-Term Forecasting on Exchange]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:39.730Z Evaluation of models performing univariate long-term time series forecasting on the Exchange 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) | Exchange | | 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 | 0.0012 | Not recorded | 68fa6d721e209131cea39f53 | | FiLM | 0.0014 | Not recorded | 68fa6d721e209131cea39f53 | | FiLM | 0.0015 | Not recorded | 68fa6d721e209131cea39f53 | | FiLM | 0.0022 | Not recorded | 68fa6d721e209131cea39f53 | | Informer | 0.0023 | Not recorded | 68fa6d721e209131cea39f53 | | S4 | 0.0025 | Not recorded | 68fa6d721e209131cea39f53 | | Informer | 0.0031 | Not recorded | 68fa6d721e209131cea39f53 | | FEDformer | 0.0035 | Not recorded | 68fa6d721e209131cea39f53 | | Informer | 0.0038 | Not recorded | 68fa6d721e209131cea39f53 | | FEDformer | 0.0041 | Not recorded | 68fa6d721e209131cea39f53 | | Informer | 0.0041 | Not recorded | 68fa6d721e209131cea39f53 | | Reformer | 0.0041 | Not recorded | 68fa6d721e209131cea39f53 | | LogTrans | 0.0046 | Not recorded | 68fa6d721e209131cea39f53 | | Reformer | 0.005 | Not recorded | 68fa6d721e209131cea39f53 | | FEDformer | 0.0054 | Not recorded | 68fa6d721e209131cea39f53 | | LogTrans | 0.0056 | Not recorded | 68fa6d721e209131cea39f53 | | LogTrans | 0.006 | Not recorded | 68fa6d721e209131cea39f53 | | S4 | 0.0061 | Not recorded | 68fa6d721e209131cea39f53 | | Autoformer | 0.0063 | Not recorded | 68fa6d721e209131cea39f53 | | S4 | 0.0067 | Not recorded | 68fa6d721e209131cea39f53 | | LogTrans | 0.0071 | Not recorded | 68fa6d721e209131cea39f53 | | S4 | 0.0074 | Not recorded | 68fa6d721e209131cea39f53 | | Autoformer | 0.0075 | Not recorded | 68fa6d721e209131cea39f53 | | Autoformer | 0.0085 | Not recorded | 68fa6d721e209131cea39f53 | | Reformer | 0.0098 | Not recorded | 68fa6d721e209131cea39f53 | | Autoformer | 0.011 | Not recorded | 68fa6d721e209131cea39f53 | | Reformer | 0.012 | Not recorded | 68fa6d721e209131cea39f53 | | FEDformer | 0.015 | Not recorded | 68fa6d721e209131cea39f53 | ### FiLM MSE: 0.0012. Result ID: 698fa2953a6c314849fab528. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":96}. This record does not assert independent reproduction. ### FiLM MSE: 0.0014. Result ID: 698fa2953a6c314849fab529. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":192}. This record does not assert independent reproduction. ### FiLM MSE: 0.0015. Result ID: 698fa2953a6c314849fab52a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":336}. This record does not assert independent reproduction. ### FiLM MSE: 0.0022. Result ID: 698fa2953a6c314849fab52b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":720}. This record does not assert independent reproduction. ### Informer MSE: 0.0023. Result ID: 698fa2953a6c314849fab539. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":192}. This record does not assert independent reproduction. ### S4 MSE: 0.0025. Result ID: 698fa2953a6c314849fab536. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":336}. This record does not assert independent reproduction. ### Informer MSE: 0.0031. Result ID: 698fa2953a6c314849fab53b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":720}. This record does not assert independent reproduction. ### FEDformer MSE: 0.0035. Result ID: 698fa2953a6c314849fab52c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":96}. This record does not assert independent reproduction. ### Informer MSE: 0.0038. Result ID: 698fa2953a6c314849fab538. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":96}. This record does not assert independent reproduction. ### FEDformer MSE: 0.0041. Result ID: 698fa2953a6c314849fab52e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":336}. This record does not assert independent reproduction. ### Informer MSE: 0.0041. Result ID: 698fa2953a6c314849fab53a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":336}. This record does not assert independent reproduction. ### Reformer MSE: 0.0041. Result ID: 698fa2953a6c314849fab543. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":720}. This record does not assert independent reproduction. ### LogTrans MSE: 0.0046. Result ID: 698fa2953a6c314849fab53c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":96}. This record does not assert independent reproduction. ### Reformer MSE: 0.005. Result ID: 698fa2953a6c314849fab542. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":336}. This record does not assert independent reproduction. ### FEDformer MSE: 0.0054. Result ID: 698fa2953a6c314849fab52d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":192}. This record does not assert independent reproduction. ### LogTrans MSE: 0.0056. Result ID: 698fa2953a6c314849fab53d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":192}. This record does not assert independent reproduction. ### LogTrans MSE: 0.006. Result ID: 698fa2953a6c314849fab53e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":336}. This record does not assert independent reproduction. ### S4 MSE: 0.0061. Result ID: 698fa2953a6c314849fab534. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":96}. This record does not assert independent reproduction. ### Autoformer MSE: 0.0063. Result ID: 698fa2953a6c314849fab532. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":336}. This record does not assert independent reproduction. ### S4 MSE: 0.0067. Result ID: 698fa2953a6c314849fab535. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":192}. This record does not assert independent reproduction. ### LogTrans MSE: 0.0071. Result ID: 698fa2953a6c314849fab53f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":720}. This record does not assert independent reproduction. ### S4 MSE: 0.0074. Result ID: 698fa2953a6c314849fab537. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":720}. This record does not assert independent reproduction. ### Autoformer MSE: 0.0075. Result ID: 698fa2953a6c314849fab531. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":192}. This record does not assert independent reproduction. ### Autoformer MSE: 0.0085. Result ID: 698fa2953a6c314849fab533. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":720}. This record does not assert independent reproduction. ### Reformer MSE: 0.0098. Result ID: 698fa2953a6c314849fab541. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":192}. This record does not assert independent reproduction. ### Autoformer MSE: 0.011. Result ID: 698fa2953a6c314849fab530. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":96}. This record does not assert independent reproduction. ### Reformer MSE: 0.012. Result ID: 698fa2953a6c314849fab540. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":96}. This record does not assert independent reproduction. ### FEDformer MSE: 0.015. Result ID: 698fa2953a6c314849fab52f. [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.