# Multivariate Time Series Classification on SelfRegulationSCP1 UEA-MTSCA (test) Source: [Multivariate Time Series Classification on SelfRegulationSCP1 UEA-MTSCA (test)]() Collection index: [llms.txt]() Data updated: 2026-07-07T11:48:18.388Z Evaluation of Multivariate Time Series Classification performance on the test split of the SelfRegulationSCP1 UEA-MTSCA dataset, measured by Accuracy. 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 Classification | | Dataset (including any stated split) | SelfRegulationSCP1 UEA-MTSCA (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MARS | 91.76 | Not recorded | 69e85bec7d0172140ec811d6 | | S5 | 89.9 | Not recorded | 69e85bec7d0172140ec811d6 | | S5 | 89.9 | Not recorded | 6a4c883785dba69fef8b2c4f | | MARS-TC | 89.65 | Not recorded | 69e85bec7d0172140ec811d6 | | LinOSS-IM | 87.8 | Not recorded | 69e85bec7d0172140ec811d6 | | LinOSS-IMEX | 87.5 | Not recorded | 69e85bec7d0172140ec811d6 | | BD-SLiCE | 84.9 | Not recorded | 6a4c883785dba69fef8b2c4f | | D-DE-SLiCE | 84.7 | Not recorded | 6a4c883785dba69fef8b2c4f | | DPLR-SLiCE | 83.5 | Not recorded | 6a4c883785dba69fef8b2c4f | | D-SLiCE | 83.5 | Not recorded | 6a4c883785dba69fef8b2c4f | | Log-NCDE | 83.1 | Not recorded | 69e85bec7d0172140ec811d6 | | Log-NCDE | 83.1 | Not recorded | 6a4c883785dba69fef8b2c4f | | S6 | 82.8 | Not recorded | 69e85bec7d0172140ec811d6 | | S6 | 82.8 | Not recorded | 6a4c883785dba69fef8b2c4f | | S-SLiCE | 82.8 | Not recorded | 6a4c883785dba69fef8b2c4f | | LRU | 82.6 | Not recorded | 69e85bec7d0172140ec811d6 | | LRU | 82.6 | Not recorded | 6a4c883785dba69fef8b2c4f | | WH-SLiCE | 82.4 | Not recorded | 6a4c883785dba69fef8b2c4f | | DE-LNCDE | 81.9 | Not recorded | 6a4c883785dba69fef8b2c4f | | NRDE | 80.9 | Not recorded | 69e85bec7d0172140ec811d6 | | NRDE | 80.9 | Not recorded | 6a4c883785dba69fef8b2c4f | | Mamba | 80.7 | Not recorded | 69e85bec7d0172140ec811d6 | | Mamba | 80.7 | Not recorded | 6a4c883785dba69fef8b2c4f | | NCDE | 79.8 | Not recorded | 69e85bec7d0172140ec811d6 | | NCDE | 79.8 | Not recorded | 6a4c883785dba69fef8b2c4f | ### MARS Accuracy: 91.76. Result ID: 69e9db0b47f34ce924d10e89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction. ### S5 Accuracy: 89.9. Result ID: 69e9db0b47f34ce924d10e84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction. ### S5 Accuracy: 89.9. Result ID: 6a4ce77260b88bb339cbef5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MARS-TC Accuracy: 89.65. Result ID: 69e9db0b47f34ce924d10e8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction. ### LinOSS-IM Accuracy: 87.8. Result ID: 69e9db0b47f34ce924d10e88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction. ### LinOSS-IMEX Accuracy: 87.5. Result ID: 69e9db0b47f34ce924d10e87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction. ### BD-SLiCE Accuracy: 84.9. Result ID: 6a4ce77260b88bb339cbef54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Structure":"Block-Diagonal"}. This record does not assert independent reproduction. ### D-DE-SLiCE Accuracy: 84.7. Result ID: 6a4ce77260b88bb339cbef56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Structure":"D-DE"}. This record does not assert independent reproduction. ### DPLR-SLiCE Accuracy: 83.5. Result ID: 6a4ce77260b88bb339cbef58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Structure":"Diagonal Plus Low Rank"}. This record does not assert independent reproduction. ### D-SLiCE Accuracy: 83.5. Result ID: 6a4ce77260b88bb339cbef59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Structure":"Dense"}. This record does not assert independent reproduction. ### Log-NCDE Accuracy: 83.1. Result ID: 69e9db0b47f34ce924d10e82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction. ### Log-NCDE Accuracy: 83.1. Result ID: 6a4ce77260b88bb339cbef55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methodology":"Log-Signature NCDE"}. This record does not assert independent reproduction. ### S6 Accuracy: 82.8. Result ID: 69e9db0b47f34ce924d10e85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction. ### S6 Accuracy: 82.8. Result ID: 6a4ce77260b88bb339cbef5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S-SLiCE Accuracy: 82.8. Result ID: 6a4ce77260b88bb339cbef5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Structure":"Sparse"}. This record does not assert independent reproduction. ### LRU Accuracy: 82.6. Result ID: 69e9db0b47f34ce924d10e83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction. ### LRU Accuracy: 82.6. Result ID: 6a4ce77260b88bb339cbef5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WH-SLiCE Accuracy: 82.4. Result ID: 6a4ce77260b88bb339cbef57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Structure":"Walsh-Hadamard"}. This record does not assert independent reproduction. ### DE-LNCDE Accuracy: 81.9. Result ID: 6a4ce77260b88bb339cbef5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Structure":"DE"}. This record does not assert independent reproduction. ### NRDE Accuracy: 80.9. Result ID: 69e9db0b47f34ce924d10e80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction. ### NRDE Accuracy: 80.9. Result ID: 6a4ce77260b88bb339cbef60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mamba Accuracy: 80.7. Result ID: 69e9db0b47f34ce924d10e86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction. ### Mamba Accuracy: 80.7. Result ID: 6a4ce77260b88bb339cbef61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NCDE Accuracy: 79.8. Result ID: 69e9db0b47f34ce924d10e81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction. ### NCDE Accuracy: 79.8. Result ID: 6a4ce77260b88bb339cbef5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.