Action Potential Reconstruction on Synthetic Cardiac Action Potential Reconstruction (train test)
0.73MAE (AT)ALPS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ALPSType=mechanistic, Inference Protocol=amortized reconstructive-inference2026.06 | 0.73 | 0.0001 | 0.371 | 0.0124 | 2.69 | 2.68 | |
| HAPI-EPType=hybrid, Inference Protocol=amortized predictive inference2026.06 | 1.88 | 0 | 0.714 | 0.0188 | 1.76 | 2.09 | |
| H-VAEType=hybrid, Inference Protocol=amortized reconstructive-inference2026.06 | 1.9 | 0.0001 | 0.34 | 0.025 | 3.7 | 3.64 | |
| DeepCardioSimType=neural, Inference Protocol=per-instance optimization2026.06 | 3.01 | — | — | — | — | — | |
| APHYNITYType=hybrid, Inference Protocol=per-instance optimization2026.06 | 5.4 | 0.0002 | 0.31 | 0.068 | 13.21 | 13.2 | |
| BoBYQAType=mechanistic, Inference Protocol=per-instance optimization2026.06 | 6.58 | 0.0005 | 0.25 | 0.1 | 14.72 | 13.6 |