# Classification on 18 UEA & UCR datasets Average (test) Source: [Classification on 18 UEA & UCR datasets Average (test)]() Collection index: [llms.txt]() Data updated: 2026-04-03T07:14:02.318Z Evaluation of Classification performance averaged across the test splits of 18 selected datasets from the UEA & UCR repositories. 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 | Classification | | Dataset (including any stated split) | 18 UEA & UCR datasets Average (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Average Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FlowPath | 73 | Not recorded | 691aac5b6750be83fe5ce657 | | DualDynamics | 70.8 | Not recorded | 691aac5b6750be83fe5ce657 | | Neural CDE | 66.7 | Not recorded | 691aac5b6750be83fe5ce657 | | GRU-ODE | 66.2 | Not recorded | 691aac5b6750be83fe5ce657 | | ANCDE | 64.9 | Not recorded | 691aac5b6750be83fe5ce657 | | GRU-∆t | 64.1 | Not recorded | 691aac5b6750be83fe5ce657 | | ODE-RNN | 64.1 | Not recorded | 691aac5b6750be83fe5ce657 | | Neural RDE | 63.4 | Not recorded | 691aac5b6750be83fe5ce657 | | GRU | 63.3 | Not recorded | 691aac5b6750be83fe5ce657 | | GRU-D | 58.8 | Not recorded | 691aac5b6750be83fe5ce657 | | EXIT | 57.9 | Not recorded | 691aac5b6750be83fe5ce657 | | LSTM | 54 | Not recorded | 691aac5b6750be83fe5ce657 | | Neural Flow | 53.3 | Not recorded | 691aac5b6750be83fe5ce657 | | ODE-LSTM | 51.5 | Not recorded | 691aac5b6750be83fe5ce657 | | RNN | 49.2 | Not recorded | 691aac5b6750be83fe5ce657 | | LEAP | 46.6 | Not recorded | 691aac5b6750be83fe5ce657 | ### FlowPath Accuracy: 73. Result ID: 69cf673647f34ce924b8c234. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualDynamics Accuracy: 70.8. Result ID: 69cf673647f34ce924b8c232. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Neural CDE Accuracy: 66.7. Result ID: 69cf673647f34ce924b8c22d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU-ODE Accuracy: 66.2. Result ID: 69cf673647f34ce924b8c22a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ANCDE Accuracy: 64.9. Result ID: 69cf673647f34ce924b8c22f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU-∆t Accuracy: 64.1. Result ID: 69cf673647f34ce924b8c228. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ODE-RNN Accuracy: 64.1. Result ID: 69cf673647f34ce924b8c22b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Neural RDE Accuracy: 63.4. Result ID: 69cf673647f34ce924b8c22e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU Accuracy: 63.3. Result ID: 69cf673647f34ce924b8c227. [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: 69cf673647f34ce924b8c229. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EXIT Accuracy: 57.9. Result ID: 69cf673647f34ce924b8c230. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM Accuracy: 54. Result ID: 69cf673647f34ce924b8c226. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Neural Flow Accuracy: 53.3. Result ID: 69cf673647f34ce924b8c233. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ODE-LSTM Accuracy: 51.5. Result ID: 69cf673647f34ce924b8c22c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RNN Accuracy: 49.2. Result ID: 69cf673647f34ce924b8c225. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LEAP Accuracy: 46.6. Result ID: 69cf673647f34ce924b8c231. [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.