Simulation-based Inference on Hierarchical Gaussian Linear
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 | 0.0003 | |
| FMPEsite scaling (ns)=1, N=5,0002026.04 | 0.0005 | |
| Simformersite scaling (ns)=1, N=5,0002026.04 | 0.0006 | |
| FMPEsite scaling (ns)=10, N=5,0002026.04 | 0.0008 | |
| FMPE Transformersite scaling (ns)=10, N=5,0002026.04 | 0.001 | |
| LFsite scaling (ns)=10, N=5,0002026.04 | 0.001 | |
| Simformersite scaling (ns)=10, N=5,0002026.04 | 0.001 | |
| SNPE (5 rounds)site scaling (ns)=1, N=5,0002026.04 | 0.001 | |
| LFsite scaling (ns)=1, N=5,0002026.04 | 0.0011 | |
| PFsite scaling (ns)=10, N=5,0002026.04 | 0.0014 | |
| LFsite scaling (ns)=20, N=5,0002026.04 | 0.0016 | |
| NPEsite scaling (ns)=1, N=5,0002026.04 | 0.0016 | |
| FMPEsite scaling (ns)=20, N=5,0002026.04 | 0.0016 | |
| PFsite scaling (ns)=20, N=5,0002026.04 | 0.0018 | |
| PFsite scaling (ns)=50, N=5,0002026.04 | 0.002 | |
| LFSimulation budget (N)=1,000, ns=502026.04 | 0.0023 | |
| LFSimulation budget (N)=10,000, ns=502026.04 | 0.0023 | |
| LFsite scaling (ns)=50, N=5,0002026.04 | 0.0024 | |
| LFSimulation budget (N)=5,000, ns=502026.04 | 0.0025 | |
| PFSimulation budget (N)=1,000, ns=502026.04 | 0.0029 | |
| PFSimulation budget (N)=10,000, ns=502026.04 | 0.0029 | |
| PFSimulation budget (N)=5,000, ns=502026.04 | 0.003 | |
| FMPE Transformersite scaling (ns)=20, N=5,0002026.04 | 0.012 | |
| LFsite scaling (ns)=100, N=5,0002026.04 | 0.0171 | |
| SNPE (5 rounds)site scaling (ns)=10, N=5,0002026.04 | 0.0493 | |
| NPEsite scaling (ns)=10, N=5,0002026.04 | 0.0634 | |
| Simformersite scaling (ns)=20, N=5,0002026.04 | 0.0752 | |
| PFsite scaling (ns)=100, N=5,0002026.04 | 0.0849 | |
| SNPE (5 rounds)site scaling (ns)=20, N=5,0002026.04 | 0.115 | |
| NPEsite scaling (ns)=20, N=5,0002026.04 | 0.118 | |
| FMPEsite scaling (ns)=100, N=5,0002026.04 | 0.154 | |
| FMPEsite scaling (ns)=50, N=5,0002026.04 | 0.163 | |
| FMPESimulation budget (N)=5,000, ns=502026.04 | 0.165 | |
| NPEsite scaling (ns)=100, N=5,0002026.04 | 0.169 | |
| NPEsite scaling (ns)=50, N=5,0002026.04 | 0.17 | |
| FMPESimulation budget (N)=10,000, ns=502026.04 | 0.174 | |
| NPESimulation budget (N)=5,000, ns=502026.04 | 0.176 | |
| SNPE (5 rounds)Simulation budget (N)=10,000, ns=502026.04 | 0.176 | |
| NPESimulation budget (N)=10,000, ns=502026.04 | 0.182 | |
| SimformerSimulation budget (N)=10,000, ns=502026.04 | 0.183 | |
| FMPESimulation budget (N)=1,000, ns=502026.04 | 0.184 | |
| Simformersite scaling (ns)=100, N=5,0002026.04 | 0.186 | |
| FMPE TransformerSimulation budget (N)=10,000, ns=502026.04 | 0.191 | |
| Simformersite scaling (ns)=50, N=5,0002026.04 | 0.192 | |
| SimformerSimulation budget (N)=5,000, ns=502026.04 | 0.193 | |
| SNPE (5 rounds)site scaling (ns)=50, N=5,0002026.04 | 0.195 | |
| FMPE TransformerSimulation budget (N)=5,000, ns=502026.04 | 0.198 | |
| FMPE Transformersite scaling (ns)=50, N=5,0002026.04 | 0.2 | |
| SNPE (5 rounds)Simulation budget (N)=5,000, ns=502026.04 | 0.201 | |
| FMPE Transformersite scaling (ns)=100, N=5,0002026.04 | 0.206 | |
| FMPE TransformerSimulation budget (N)=1,000, ns=502026.04 | 0.214 | |
| SimformerSimulation budget (N)=1,000, ns=502026.04 | 0.216 | |
| SNPE (5 rounds)site scaling (ns)=100, N=5,0002026.04 | 0.219 | |
| NPESimulation budget (N)=1,000, ns=502026.04 | 0.225 |