# Time Series Imputation on ETT Time-wise missing Source: [Time Series Imputation on ETT Time-wise missing]() Collection index: [llms.txt]() Data updated: 2026-02-27T12:13:28.479Z Evaluation of models performing Time Series Imputation specifically on the ETT Time-wise missing dataset, typically assessed using MAPE. 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 | Time Series Imputation | | Dataset (including any stated split) | ETT Time-wise missing | | Metric | MAPE | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [MAPE](): Lower is better; unit: PERCENT. ## Recorded results | Method | MAPE | Result date | Report paper | | --- | --- | --- | --- | | TimeMixer | 3.266 | Not recorded | 69438a6e423ea4226572933b | | TimeMixer | 3.286 | Not recorded | 69438a6e423ea4226572933b | | FADTI | 4.087 | Not recorded | 69438a6e423ea4226572933b | | CSDI | 5.061 | Not recorded | 69438a6e423ea4226572933b | | BRITS | 5.429 | Not recorded | 69438a6e423ea4226572933b | | TimesNet | 5.792 | Not recorded | 69438a6e423ea4226572933b | | MTSCI | 8.116 | Not recorded | 69438a6e423ea4226572933b | | TimesNet | 8.746 | Not recorded | 69438a6e423ea4226572933b | | FADTI | 9.737 | Not recorded | 69438a6e423ea4226572933b | | SAITS | 10.979 | Not recorded | 69438a6e423ea4226572933b | | BRITS | 13.053 | Not recorded | 69438a6e423ea4226572933b | | SAITS | 13.059 | Not recorded | 69438a6e423ea4226572933b | | TimeMixer++ | 13.11 | Not recorded | 69438a6e423ea4226572933b | | CSDI | 15.368 | Not recorded | 69438a6e423ea4226572933b | | TimeMixer++ | 18.127 | Not recorded | 69438a6e423ea4226572933b | | MTSCI | 19.14 | Not recorded | 69438a6e423ea4226572933b | ### TimeMixer MAPE: 3.266. Result ID: 69a18a5535dfcabb00e7b85a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### TimeMixer MAPE: 3.286. Result ID: 69a18a5535dfcabb00e7b859. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### FADTI MAPE: 4.087. Result ID: 69a18a5535dfcabb00e7b861. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### CSDI MAPE: 5.061. Result ID: 69a18a5535dfcabb00e7b85d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### BRITS MAPE: 5.429. Result ID: 69a18a5535dfcabb00e7b853. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### TimesNet MAPE: 5.792. Result ID: 69a18a5535dfcabb00e7b857. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### MTSCI MAPE: 8.116. Result ID: 69a18a5535dfcabb00e7b85f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### TimesNet MAPE: 8.746. Result ID: 69a18a5535dfcabb00e7b858. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### FADTI MAPE: 9.737. Result ID: 69a18a5535dfcabb00e7b862. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### SAITS MAPE: 10.979. Result ID: 69a18a5535dfcabb00e7b855. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### BRITS MAPE: 13.053. Result ID: 69a18a5535dfcabb00e7b854. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### SAITS MAPE: 13.059. Result ID: 69a18a5535dfcabb00e7b856. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### TimeMixer++ MAPE: 13.11. Result ID: 69a18a5535dfcabb00e7b85b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### CSDI MAPE: 15.368. Result ID: 69a18a5535dfcabb00e7b85e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### TimeMixer++ MAPE: 18.127. Result ID: 69a18a5535dfcabb00e7b85c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### MTSCI MAPE: 19.14. Result ID: 69a18a5535dfcabb00e7b860. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.