Metric: MSE (lower is better)
| # | Model↕ | MSE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | FLD | 0.258 | No | Functional Latent Dynamics for Irregularly Sampl... | 2024-05-06 | Code |
| 2 | GraFITi | 0.27 | No | Forecasting Irregularly Sampled Time Series usin... | 2023-05-22 | Code |
| 3 | GRU-ODE-Bayes | 0.43 | No | GRU-ODE-Bayes: Continuous modeling of sporadical... | 2019-05-29 | Code |
| 4 | BRITS | 0.53 | No | BRITS: Bidirectional Recurrent Imputation for Ti... | 2018-05-27 | Code |
| 5 | T-LSTM | 0.59 | No | - | - | Code |
| 6 | Sequential VAE | 0.83 | No | Structured Inference Networks for Nonlinear Stat... | 2016-09-30 | Code |
| 7 | NeuralODE-VAE-Mask | 0.83 | No | Neural Ordinary Differential Equations | 2018-06-19 | Code |
| 8 | NeuralODE-VAE | 0.96 | No | Neural Ordinary Differential Equations | 2018-06-19 | Code |