Metric: % Test Accuracy (higher is better)
| # | Model↕ | % Test Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | LEM | 92.3 | No | Long Expressive Memory for Sequence Modeling | 2021-10-10 | Code |
| 2 | UnICORNN | 90.3 | No | UnICORNN: A recurrent model for learning very lo... | 2021-03-09 | Code |
| 3 | coRNN | 86.7 | No | UnICORNN: A recurrent model for learning very lo... | 2021-03-09 | Code |
| 4 | NRDE | 83.8 | No | Neural Rough Differential Equations for Long Tim... | 2020-09-17 | Code |
| 5 | GRU | 82.1 | No | Parallelizing non-linear sequential models over ... | 2023-09-21 | Code |
| 6 | IndRNN | 49.7 | No | UnICORNN: A recurrent model for learning very lo... | 2021-03-09 | Code |
| 7 | TSEM | 42 | No | TSEM: Temporally Weighted Spatiotemporal Explain... | 2022-05-25 | Code |
| 8 | expRNN | 40 | No | UnICORNN: A recurrent model for learning very lo... | 2021-03-09 | Code |