Simulation-based Inference on Hierarchical Gaussian Mixture
0.0002l-C2STPF
Evaluation Results
| Method | Links | |
|---|---|---|
| PFsite scaling (ns)=1, N=5,0002026.04 | 0.0002 | |
| FMPE Transformersite scaling (ns)=1, N=5,0002026.04 | 0.0006 | |
| PFsite scaling (ns)=10, N=5,0002026.04 | 0.001 | |
| PFsite scaling (ns)=20, N=5,0002026.04 | 0.0011 | |
| PFSimulation budget (N)=10,000, ns=502026.04 | 0.0012 | |
| LFsite scaling (ns)=1, N=5,0002026.04 | 0.0014 | |
| LFSimulation budget (N)=10,000, ns=502026.04 | 0.0016 | |
| LFSimulation budget (N)=5,000, ns=502026.04 | 0.0016 | |
| FMPE TransformerSimulation budget (N)=10,000, ns=502026.04 | 0.0016 | |
| FMPEsite scaling (ns)=1, N=5,0002026.04 | 0.0019 | |
| FMPE Transformersite scaling (ns)=20, N=5,0002026.04 | 0.0019 | |
| LFsite scaling (ns)=20, N=5,0002026.04 | 0.002 | |
| LFsite scaling (ns)=50, N=5,0002026.04 | 0.002 | |
| SimformerSimulation budget (N)=10,000, ns=502026.04 | 0.0021 | |
| Simformersite scaling (ns)=1, N=5,0002026.04 | 0.0021 | |
| NPEsite scaling (ns)=1, N=5,0002026.04 | 0.0022 | |
| SimformerSimulation budget (N)=5,000, ns=502026.04 | 0.0023 | |
| Simformersite scaling (ns)=50, N=5,0002026.04 | 0.0024 | |
| Simformersite scaling (ns)=10, N=5,0002026.04 | 0.0032 | |
| FMPEsite scaling (ns)=10, N=5,0002026.04 | 0.0038 | |
| LFsite scaling (ns)=10, N=5,0002026.04 | 0.0039 | |
| FMPE Transformersite scaling (ns)=10, N=5,0002026.04 | 0.0048 | |
| LFsite scaling (ns)=100, N=5,0002026.04 | 0.0152 | |
| LFSimulation budget (N)=1,000, ns=502026.04 | 0.018 | |
| SNPE (5 rounds)site scaling (ns)=1, N=5,0002026.04 | 0.0587 | |
| Simformersite scaling (ns)=100, N=5,0002026.04 | 0.0726 | |
| Simformersite scaling (ns)=20, N=5,0002026.04 | 0.0749 | |
| NPEsite scaling (ns)=10, N=5,0002026.04 | 0.112 | |
| FMPE Transformersite scaling (ns)=50, N=5,0002026.04 | 0.114 | |
| FMPE TransformerSimulation budget (N)=5,000, ns=502026.04 | 0.157 | |
| SimformerSimulation budget (N)=1,000, ns=502026.04 | 0.162 | |
| FMPEsite scaling (ns)=20, N=5,0002026.04 | 0.181 | |
| FMPE TransformerSimulation budget (N)=1,000, ns=502026.04 | 0.185 | |
| FMPE Transformersite scaling (ns)=100, N=5,0002026.04 | 0.189 | |
| PFSimulation budget (N)=5,000, ns=502026.04 | 0.201 | |
| FMPESimulation budget (N)=5,000, ns=502026.04 | 0.201 | |
| PFsite scaling (ns)=50, N=5,0002026.04 | 0.206 | |
| FMPEsite scaling (ns)=50, N=5,0002026.04 | 0.208 | |
| NPESimulation budget (N)=5,000, ns=502026.04 | 0.211 | |
| FMPESimulation budget (N)=10,000, ns=502026.04 | 0.212 | |
| NPEsite scaling (ns)=20, N=5,0002026.04 | 0.213 | |
| NPESimulation budget (N)=10,000, ns=502026.04 | 0.215 | |
| NPESimulation budget (N)=1,000, ns=502026.04 | 0.229 | |
| NPEsite scaling (ns)=50, N=5,0002026.04 | 0.23 | |
| FMPEsite scaling (ns)=100, N=5,0002026.04 | 0.231 | |
| FMPESimulation budget (N)=1,000, ns=502026.04 | 0.235 | |
| NPEsite scaling (ns)=100, N=5,0002026.04 | 0.237 | |
| SNPE (5 rounds)site scaling (ns)=10, N=5,0002026.04 | 0.242 | |
| PFsite scaling (ns)=100, N=5,0002026.04 | 0.244 | |
| PFSimulation budget (N)=1,000, ns=502026.04 | 0.244 | |
| SNPE (5 rounds)site scaling (ns)=20, N=5,0002026.04 | 0.247 | |
| SNPE (5 rounds)Simulation budget (N)=5,000, ns=502026.04 | 0.249 | |
| SNPE (5 rounds)site scaling (ns)=50, N=5,0002026.04 | 0.25 | |
| SNPE (5 rounds)site scaling (ns)=100, N=5,0002026.04 | 0.25 | |
| SNPE (5 rounds)Simulation budget (N)=10,000, ns=502026.04 | 0.25 |