Event Prediction on MIMIC
84.7AccuracyHP-CDE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HP-CDEMemory usage(MB)=58, Training time(m)=0.0582023.05 | 84.7 | 2.573 | 0.726 | — | |
| Aaren2024.05 | 84.53 | — | 1.56 | 1.21 | |
| Transformer2024.05 | 84.07 | — | 1.6 | 1.22 | |
| ContiFormer2026.02 | 83.6 | -1.135 | 0.837 | — | |
| OsciFormer2026.02 | 83.4 | -1.142 | 0.841 | — | |
| GRU-Δt2026.02 | 83.2 | -1.164 | 0.85 | — | |
| mTAN2026.02 | 83.2 | -1.149 | 0.848 | — | |
| ODE-RNN2026.02 | 82.7 | -1.183 | 0.865 | — | |
| RMTPPMemory usage(MB)=3, Training time(m)=0.0042023.05 | 82.3 | -1.222 | 1.035 | — | |
| RMTPP2026.02 | 82.3 | -1.184 | 0.864 | — | |
| NeuralHP2026.02 | 81.4 | -1.239 | 0.846 | — | |
| HP2026.02 | 79.5 | -4.618 | 1.021 | — | |
| THPMemory usage(MB)=9, Training time(m)=0.0122023.05 | 74.1 | -0.233 | 0.856 | — | |
| SAHPMemory usage(MB)=34, Training time(m)=0.0372023.05 | 55.5 | -0.859 | 1.138 | — | |
| NHPMemory usage(MB)=13, Training time(m)=0.0452023.05 | 53.4 | -0.647 | 0.976 | — |