Simulation-based Inference on Hierarchical Gaussian Linear Uniform
0.0004l-C2STSimformer
Evaluation Results
| Method | Links | |
|---|---|---|
| Simformersite scaling (ns)=20, N=5,0002026.04 | 0.0004 | |
| PFsite scaling (ns)=10, N=5,0002026.04 | 0.0007 | |
| LFsite scaling (ns)=1, N=5,0002026.04 | 0.0009 | |
| PFSimulation budget (N)=5,000, ns=502026.04 | 0.001 | |
| PFsite scaling (ns)=50, N=5,0002026.04 | 0.001 | |
| PFSimulation budget (N)=10,000, ns=502026.04 | 0.001 | |
| FMPE Transformersite scaling (ns)=10, N=5,0002026.04 | 0.0011 | |
| LFSimulation budget (N)=1,000, ns=502026.04 | 0.0012 | |
| Simformersite scaling (ns)=1, N=5,0002026.04 | 0.0012 | |
| LFsite scaling (ns)=20, N=5,0002026.04 | 0.0013 | |
| PFsite scaling (ns)=1, N=5,0002026.04 | 0.0014 | |
| LFSimulation budget (N)=10,000, ns=502026.04 | 0.0014 | |
| LFSimulation budget (N)=5,000, ns=502026.04 | 0.0014 | |
| FMPEsite scaling (ns)=1, N=5,0002026.04 | 0.0016 | |
| FMPE Transformersite scaling (ns)=1, N=5,0002026.04 | 0.0017 | |
| SNPE (5 rounds)site scaling (ns)=1, N=5,0002026.04 | 0.0017 | |
| LFsite scaling (ns)=50, N=5,0002026.04 | 0.0023 | |
| NPEsite scaling (ns)=1, N=5,0002026.04 | 0.0024 | |
| PFsite scaling (ns)=20, N=5,0002026.04 | 0.0025 | |
| LFsite scaling (ns)=10, N=5,0002026.04 | 0.0031 | |
| Simformersite scaling (ns)=10, N=5,0002026.04 | 0.0034 | |
| LFsite scaling (ns)=100, N=5,0002026.04 | 0.0592 | |
| SNPE (5 rounds)site scaling (ns)=10, N=5,0002026.04 | 0.138 | |
| NPEsite scaling (ns)=10, N=5,0002026.04 | 0.143 | |
| FMPE Transformersite scaling (ns)=20, N=5,0002026.04 | 0.168 | |
| FMPEsite scaling (ns)=10, N=5,0002026.04 | 0.181 | |
| FMPEsite scaling (ns)=20, N=5,0002026.04 | 0.189 | |
| FMPEsite scaling (ns)=50, N=5,0002026.04 | 0.207 | |
| FMPE TransformerSimulation budget (N)=5,000, ns=502026.04 | 0.209 | |
| FMPE TransformerSimulation budget (N)=10,000, ns=502026.04 | 0.209 | |
| FMPESimulation budget (N)=5,000, ns=502026.04 | 0.21 | |
| FMPEsite scaling (ns)=100, N=5,0002026.04 | 0.212 | |
| FMPE TransformerSimulation budget (N)=1,000, ns=502026.04 | 0.215 | |
| SimformerSimulation budget (N)=1,000, ns=502026.04 | 0.22 | |
| SimformerSimulation budget (N)=5,000, ns=502026.04 | 0.222 | |
| Simformersite scaling (ns)=100, N=5,0002026.04 | 0.223 | |
| NPESimulation budget (N)=10,000, ns=502026.04 | 0.225 | |
| SNPE (5 rounds)Simulation budget (N)=5,000, ns=502026.04 | 0.225 | |
| NPEsite scaling (ns)=100, N=5,0002026.04 | 0.227 | |
| NPESimulation budget (N)=5,000, ns=502026.04 | 0.227 | |
| Simformersite scaling (ns)=50, N=5,0002026.04 | 0.229 | |
| SNPE (5 rounds)site scaling (ns)=50, N=5,0002026.04 | 0.229 | |
| PFSimulation budget (N)=1,000, ns=502026.04 | 0.229 | |
| FMPESimulation budget (N)=1,000, ns=502026.04 | 0.231 | |
| FMPESimulation budget (N)=10,000, ns=502026.04 | 0.231 | |
| SNPE (5 rounds)Simulation budget (N)=10,000, ns=502026.04 | 0.231 | |
| FMPE Transformersite scaling (ns)=50, N=5,0002026.04 | 0.232 | |
| FMPE Transformersite scaling (ns)=100, N=5,0002026.04 | 0.232 | |
| PFsite scaling (ns)=100, N=5,0002026.04 | 0.233 | |
| NPEsite scaling (ns)=20, N=5,0002026.04 | 0.236 | |
| NPEsite scaling (ns)=50, N=5,0002026.04 | 0.236 | |
| NPESimulation budget (N)=1,000, ns=502026.04 | 0.236 | |
| SNPE (5 rounds)site scaling (ns)=20, N=5,0002026.04 | 0.24 | |
| SimformerSimulation budget (N)=10,000, ns=502026.04 | 0.241 | |
| SNPE (5 rounds)site scaling (ns)=100, N=5,0002026.04 | 0.246 |