# Time Series Classification on 18 UEA datasets Average across scenarios Source: [Time Series Classification on 18 UEA datasets Average across scenarios]() Collection index: [llms.txt]() Data updated: 2026-04-03T06:44:03.426Z Evaluation of Time Series Classification performance averaged across various scenarios applied to the 18 datasets included in the UEA archive, reporting accuracy and rank metrics. 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 Classification | | Dataset (including any stated split) | 18 UEA datasets Average across scenarios | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DualDynamics | 70.8 | Not recorded | 68fa793a1e209131cea7cb6f | | Transformer | 67.4 | Not recorded | 68fa793a1e209131cea7cb6f | | Neural CDE | 66.7 | Not recorded | 68fa793a1e209131cea7cb6f | | GRU-ODE | 66.2 | Not recorded | 68fa793a1e209131cea7cb6f | | ANCDE | 64.9 | Not recorded | 68fa793a1e209131cea7cb6f | | GRU-∆t | 64.1 | Not recorded | 68fa793a1e209131cea7cb6f | | ODE-RNN | 64.1 | Not recorded | 68fa793a1e209131cea7cb6f | | MTAN | 64 | Not recorded | 68fa793a1e209131cea7cb6f | | Neural RDE | 63.4 | Not recorded | 68fa793a1e209131cea7cb6f | | GRU | 63.3 | Not recorded | 68fa793a1e209131cea7cb6f | | GRU-D | 58.8 | Not recorded | 68fa793a1e209131cea7cb6f | | EXIT | 57.9 | Not recorded | 68fa793a1e209131cea7cb6f | | MIAM | 56.8 | Not recorded | 68fa793a1e209131cea7cb6f | | LSTM | 54 | Not recorded | 68fa793a1e209131cea7cb6f | | ODE-LSTM | 51.5 | Not recorded | 68fa793a1e209131cea7cb6f | | RNN | 49.2 | Not recorded | 68fa793a1e209131cea7cb6f | | Neural Flow | 48.1 | Not recorded | 68fa793a1e209131cea7cb6f | | LEAP | 46.6 | Not recorded | 68fa793a1e209131cea7cb6f | ### DualDynamics Accuracy: 70.8. Result ID: 69cf61a647f34ce924b897a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer Accuracy: 67.4. Result ID: 69cf61a647f34ce924b89799. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Neural CDE Accuracy: 66.7. Result ID: 69cf61a647f34ce924b8979f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU-ODE Accuracy: 66.2. Result ID: 69cf61a647f34ce924b8979c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ANCDE Accuracy: 64.9. Result ID: 69cf61a647f34ce924b897a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU-∆t Accuracy: 64.1. Result ID: 69cf61a647f34ce924b89797. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ODE-RNN Accuracy: 64.1. Result ID: 69cf61a647f34ce924b8979d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MTAN Accuracy: 64. Result ID: 69cf61a647f34ce924b8979a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Neural RDE Accuracy: 63.4. Result ID: 69cf61a647f34ce924b897a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU Accuracy: 63.3. Result ID: 69cf61a647f34ce924b89796. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU-D Accuracy: 58.8. Result ID: 69cf61a647f34ce924b89798. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EXIT Accuracy: 57.9. Result ID: 69cf61a647f34ce924b897a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MIAM Accuracy: 56.8. Result ID: 69cf61a647f34ce924b8979b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM Accuracy: 54. Result ID: 69cf61a647f34ce924b89795. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ODE-LSTM Accuracy: 51.5. Result ID: 69cf61a647f34ce924b8979e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RNN Accuracy: 49.2. Result ID: 69cf61a647f34ce924b89794. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Neural Flow Accuracy: 48.1. Result ID: 69cf61a647f34ce924b897a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LEAP Accuracy: 46.6. Result ID: 69cf61a647f34ce924b897a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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