Gene regulatory dynamics prediction on SIM350 5% noise (test)
2.3MSEPINN + MP
Evaluation results
| Method | Links | |
|---|---|---|
| PINN + MPStrategy category=Hybrid, Prior-informed=true2024.03 | 2.3 | |
| DASHStrategy category=Pruning-based (explicit), Prior-informed=true2024.03 | 2.4 | |
| PINNStrategy category=Penalty-based (implicit), Prior-informed=true2024.03 | 2.5 | |
| BioPruneStrategy category=Pruning-based (explicit), Prior-informed=true2024.03 | 2.6 | |
| C-NODEStrategy category=Penalty-based (implicit), Prior-informed=false2024.03 | 2.8 | |
| None/BaselineStrategy category=None, Prior-informed=false2024.03 | 3 | |
| SparseFlowStrategy category=Pruning-based (explicit), Prior-informed=false2024.03 | 3.6 | |
| DSTStrategy category=Penalty-based (implicit), Prior-informed=false2024.03 | 4 | |
| IMPStrategy category=Pruning-based (explicit), Prior-informed=false2024.03 | 4.7 | |
| Iter. SynFlowStrategy category=Pruning-based (explicit), Prior-informed=false2024.03 | 7 | |
| PathRegStrategy category=Penalty-based (implicit), Prior-informed=false2024.03 | 8 | |
| L0Strategy category=Penalty-based (implicit), Prior-informed=false2024.03 | 8.5 |