Action Potential Prediction on Synthetic Cardiac Action Potential (train test)
0.8MAE (AT)ALPS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ALPSType=mechanistic, Inference Protocol=amortized reconstructive-inference2026.06 | 0.8 | 0.0001 | 0.3 | 0.0168 | 3.6 | 3.6 | |
| HAPI-EPType=hybrid, Inference Protocol=amortized predictive inference2026.06 | 1.94 | 0 | 0.702 | 0.0196 | 1.78 | 2.19 | |
| H-VAEType=hybrid, Inference Protocol=amortized reconstructive-inference2026.06 | 2.2 | 0.0002 | 0.259 | 0.0347 | 5.3 | 5.27 | |
| DeepCardioSimType=neural, Inference Protocol=per-instance optimization2026.06 | 3.42 | — | — | — | — | — | |
| APHYNITYType=hybrid, Inference Protocol=per-instance optimization2026.06 | 5.6 | 0.0004 | 0.32 | 0.072 | 13.22 | 13.39 | |
| BoBYQAType=mechanistic, Inference Protocol=per-instance optimization2026.06 | 5.84 | 0.0005 | 0.3 | 0.1 | 15.52 | 15 |