# Time Series Imputation on Weather Point-wise missing (MAPE) Source: [Time Series Imputation on Weather Point-wise missing (MAPE)]() Collection index: [llms.txt]() Data updated: 2026-02-27T12:13:28.505Z Evaluation of models performing Time Series Imputation on the specific 'Weather Point-wise missing' dataset variant, measured using Mean Absolute Percentage Error (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) | Weather Point-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 | | --- | --- | --- | --- | | MTSCI | 47.52 | Not recorded | 69438a6e423ea4226572933b | | BRITS | 47.646 | Not recorded | 69438a6e423ea4226572933b | | FADTI | 48.685 | Not recorded | 69438a6e423ea4226572933b | | MTSCI | 55.445 | Not recorded | 69438a6e423ea4226572933b | | FADTI | 55.496 | Not recorded | 69438a6e423ea4226572933b | | CSDI | 58.883 | Not recorded | 69438a6e423ea4226572933b | | BRITS | 58.985 | Not recorded | 69438a6e423ea4226572933b | | CSDI | 67.633 | Not recorded | 69438a6e423ea4226572933b | | SAITS | 70.991 | Not recorded | 69438a6e423ea4226572933b | | TimesNet | 75.549 | Not recorded | 69438a6e423ea4226572933b | | TimesNet | 83.147 | Not recorded | 69438a6e423ea4226572933b | | SAITS | 145.772 | Not recorded | 69438a6e423ea4226572933b | | TimeMixer | 165.654 | Not recorded | 69438a6e423ea4226572933b | | TimeMixer | 178.898 | Not recorded | 69438a6e423ea4226572933b | | TimeMixer++ | 240.239 | Not recorded | 69438a6e423ea4226572933b | | TimeMixer++ | 404.689 | Not recorded | 69438a6e423ea4226572933b | ### MTSCI MAPE: 47.52. Result ID: 69a18a5535dfcabb00e7b86f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### BRITS MAPE: 47.646. Result ID: 69a18a5535dfcabb00e7b863. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### FADTI MAPE: 48.685. Result ID: 69a18a5535dfcabb00e7b872. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### MTSCI MAPE: 55.445. Result ID: 69a18a5535dfcabb00e7b870. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### FADTI MAPE: 55.496. Result ID: 69a18a5535dfcabb00e7b871. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### CSDI MAPE: 58.883. Result ID: 69a18a5535dfcabb00e7b86d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### BRITS MAPE: 58.985. Result ID: 69a18a5535dfcabb00e7b864. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### CSDI MAPE: 67.633. Result ID: 69a18a5535dfcabb00e7b86e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### SAITS MAPE: 70.991. Result ID: 69a18a5535dfcabb00e7b865. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### TimesNet MAPE: 75.549. Result ID: 69a18a5535dfcabb00e7b868. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### TimesNet MAPE: 83.147. Result ID: 69a18a5535dfcabb00e7b867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### SAITS MAPE: 145.772. Result ID: 69a18a5535dfcabb00e7b866. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### TimeMixer MAPE: 165.654. Result ID: 69a18a5535dfcabb00e7b86a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### TimeMixer MAPE: 178.898. Result ID: 69a18a5535dfcabb00e7b869. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. ### TimeMixer++ MAPE: 240.239. Result ID: 69a18a5535dfcabb00e7b86c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.5"}. This record does not assert independent reproduction. ### TimeMixer++ MAPE: 404.689. Result ID: 69a18a5535dfcabb00e7b86b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"0.1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.