| Paper | Code | MAE (10% of data as GT) | mse (10^-3) | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| SAITS: Self-Attention-based Imputation for Time Series | ✓ Link | 0.186 | SAITS | 2022-02-17 | |
| BRITS: Bidirectional Recurrent Imputation for Time Series | ✓ Link | 0.281 | BRITS | 2018-05-27 | |
| imputeTS: Time Series Missing Value Imputation in R | ✓ Link | 0.390 | ImputeTS | 2017-06-01 | |
| Estimating Missing Data in Temporal Data Streams Using Multi-directional Recurrent Neural Networks | ✓ Link | 0.451 | M-RNN | 2017-11-23 | |
| Multiple imputation using chained equations: issues and guidance for practice | ✓ Link | 0.634 | MICE | 2010-11-30 | |
| Latent ODEs for Irregularly-Sampled Time Series | ✓ Link | 2.118 | Latent ODE (ODE enc) | 2019-07-08 | |
| Latent ODEs for Irregularly-Sampled Time Series | ✓ Link | 2.789 | Latent ODE + Poisson | 2019-07-08 | |
| Neural Ordinary Differential Equations | ✓ Link | 3.907 | Latent ODE (RNN enc.) | 2018-06-19 | |
| Neural Ordinary Differential Equations | ✓ Link | 5.930 | RNN-VAE | 2018-06-19 |