Simulation-based Inference on Hierarchical SLCP
23.6l-C2STSNPE (5 rounds)
Evaluation Results
| Method | Links | |
|---|---|---|
| SNPE (5 rounds)site scaling (ns)=100, N=5,0002026.04 | 23.6 | |
| FMPE TransformerSimulation budget (N)=1,000, ns=502026.04 | 21.6 | |
| NPEsite scaling (ns)=100, N=5,0002026.04 | 20.8 | |
| FMPE Transformersite scaling (ns)=100, N=5,0002026.04 | 20.6 | |
| SNPE (5 rounds)site scaling (ns)=50, N=5,0002026.04 | 20.5 | |
| SNPE (5 rounds)Simulation budget (N)=5,000, ns=502026.04 | 20.1 | |
| SimformerSimulation budget (N)=1,000, ns=502026.04 | 19.9 | |
| FMPE Transformersite scaling (ns)=50, N=5,0002026.04 | 19.7 | |
| NPEsite scaling (ns)=20, N=5,0002026.04 | 19.7 | |
| NPESimulation budget (N)=1,000, ns=502026.04 | 19.5 | |
| NPEsite scaling (ns)=50, N=5,0002026.04 | 19.2 | |
| FMPESimulation budget (N)=5,000, ns=502026.04 | 19 | |
| FMPEsite scaling (ns)=50, N=5,0002026.04 | 18.9 | |
| SNPE (5 rounds)Simulation budget (N)=10,000, ns=502026.04 | 18.8 | |
| FMPEsite scaling (ns)=100, N=5,0002026.04 | 18.7 | |
| FMPESimulation budget (N)=10,000, ns=502026.04 | 17.4 | |
| NPESimulation budget (N)=5,000, ns=502026.04 | 17.3 | |
| SimformerSimulation budget (N)=10,000, ns=502026.04 | 16.8 | |
| SNPE (5 rounds)site scaling (ns)=20, N=5,0002026.04 | 16.6 | |
| FMPE TransformerSimulation budget (N)=5,000, ns=502026.04 | 16.1 | |
| FMPESimulation budget (N)=1,000, ns=502026.04 | 15.6 | |
| SimformerSimulation budget (N)=5,000, ns=502026.04 | 15.1 | |
| FMPEsite scaling (ns)=20, N=5,0002026.04 | 13.8 | |
| FMPE TransformerSimulation budget (N)=10,000, ns=502026.04 | 13.5 | |
| NPESimulation budget (N)=10,000, ns=502026.04 | 11.5 | |
| FMPE Transformersite scaling (ns)=20, N=5,0002026.04 | 11 | |
| Simformersite scaling (ns)=20, N=5,0002026.04 | 11 | |
| Simformersite scaling (ns)=50, N=5,0002026.04 | 10.2 | |
| LFSimulation budget (N)=1,000, ns=502026.04 | 9.55 | |
| Simformersite scaling (ns)=10, N=5,0002026.04 | 7.48 | |
| SNPE (5 rounds)site scaling (ns)=10, N=5,0002026.04 | 6.16 | |
| LFsite scaling (ns)=100, N=5,0002026.04 | 2.75 | |
| PFSimulation budget (N)=1,000, ns=502026.04 | 1.39 | |
| PFSimulation budget (N)=5,000, ns=502026.04 | 1.35 | |
| PFSimulation budget (N)=10,000, ns=502026.04 | 1.35 | |
| PFsite scaling (ns)=100, N=5,0002026.04 | 1.33 | |
| LFsite scaling (ns)=50, N=5,0002026.04 | 1.2 | |
| PFsite scaling (ns)=50, N=5,0002026.04 | 1.13 | |
| LFSimulation budget (N)=5,000, ns=502026.04 | 1.04 | |
| LFSimulation budget (N)=10,000, ns=502026.04 | 0.608 | |
| PFsite scaling (ns)=20, N=5,0002026.04 | 0.377 | |
| PFsite scaling (ns)=10, N=5,0002026.04 | 0.288 | |
| FMPEsite scaling (ns)=1, N=5,0002026.04 | 0.243 | |
| NPEsite scaling (ns)=10, N=5,0002026.04 | 0.231 | |
| FMPE Transformersite scaling (ns)=1, N=5,0002026.04 | 0.219 | |
| LFsite scaling (ns)=20, N=5,0002026.04 | 0.212 | |
| NPEsite scaling (ns)=1, N=5,0002026.04 | 0.173 | |
| LFsite scaling (ns)=1, N=5,0002026.04 | 0.158 | |
| FMPE Transformersite scaling (ns)=10, N=5,0002026.04 | 0.133 | |
| SNPE (5 rounds)site scaling (ns)=1, N=5,0002026.04 | 0.123 | |
| FMPEsite scaling (ns)=10, N=5,0002026.04 | 0.0966 | |
| PFsite scaling (ns)=1, N=5,0002026.04 | 0.0645 | |
| LFsite scaling (ns)=10, N=5,0002026.04 | 0.0562 | |
| Simformersite scaling (ns)=1, N=5,0002026.04 | 0.0561 |