Metric: MSE (10^2, 50% missing) (lower is better)
| # | Model↕ | MSE (10^2, 50% missing)▲ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Latent ODE (ODE enc) | 0.285 | No | Latent ODEs for Irregularly-Sampled Time Series | 2019-07-08 | Code |
| 2 | Latent ODE (RNN enc.) | 0.447 | No | Neural Ordinary Differential Equations | 2018-06-19 | Code |
| 3 | ODE-RNN | 0.665 | No | Latent ODEs for Irregularly-Sampled Time Series | 2019-07-08 | Code |
| 4 | RNN GRU-D | 0.748 | No | Recurrent Neural Networks for Multivariate Time ... | 2016-06-06 | Code |
| 5 | RNN ∆t | 0.785 | No | - | - | - |
| 6 | RNN-VAE | 6.1 | No | Neural Ordinary Differential Equations | 2018-06-19 | Code |