Simulation-based Inference on Hierarchical Two Moons
0.241l-C2STFMPE Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| FMPE Transformersite scaling (ns)=50, N=5,0002026.04 | 0.241 | |
| SNPE (5 rounds)site scaling (ns)=10, N=5,0002026.04 | 0.241 | |
| FMPE Transformersite scaling (ns)=100, N=5,0002026.04 | 0.239 | |
| FMPE TransformerSimulation budget (N)=5,000, ns=502026.04 | 0.237 | |
| SNPE (5 rounds)Simulation budget (N)=10,000, ns=502026.04 | 0.237 | |
| SNPE (5 rounds)site scaling (ns)=20, N=5,0002026.04 | 0.235 | |
| NPEsite scaling (ns)=20, N=5,0002026.04 | 0.233 | |
| SNPE (5 rounds)site scaling (ns)=100, N=5,0002026.04 | 0.232 | |
| FMPESimulation budget (N)=1,000, ns=502026.04 | 0.232 | |
| Simformersite scaling (ns)=20, N=5,0002026.04 | 0.231 | |
| NPESimulation budget (N)=10,000, ns=502026.04 | 0.229 | |
| NPEsite scaling (ns)=50, N=5,0002026.04 | 0.228 | |
| FMPE TransformerSimulation budget (N)=10,000, ns=502026.04 | 0.228 | |
| SNPE (5 rounds)site scaling (ns)=50, N=5,0002026.04 | 0.223 | |
| SNPE (5 rounds)Simulation budget (N)=5,000, ns=502026.04 | 0.223 | |
| NPESimulation budget (N)=5,000, ns=502026.04 | 0.222 | |
| SimformerSimulation budget (N)=1,000, ns=502026.04 | 0.22 | |
| FMPE TransformerSimulation budget (N)=1,000, ns=502026.04 | 0.213 | |
| SimformerSimulation budget (N)=10,000, ns=502026.04 | 0.212 | |
| FMPEsite scaling (ns)=100, N=5,0002026.04 | 0.21 | |
| NPESimulation budget (N)=1,000, ns=502026.04 | 0.208 | |
| FMPEsite scaling (ns)=50, N=5,0002026.04 | 0.205 | |
| Simformersite scaling (ns)=100, N=5,0002026.04 | 0.205 | |
| NPEsite scaling (ns)=100, N=5,0002026.04 | 0.204 | |
| FMPEsite scaling (ns)=20, N=5,0002026.04 | 0.202 | |
| Simformersite scaling (ns)=50, N=5,0002026.04 | 0.202 | |
| SimformerSimulation budget (N)=5,000, ns=502026.04 | 0.199 | |
| NPEsite scaling (ns)=10, N=5,0002026.04 | 0.197 | |
| FMPESimulation budget (N)=5,000, ns=502026.04 | 0.197 | |
| FMPESimulation budget (N)=10,000, ns=502026.04 | 0.192 | |
| FMPE Transformersite scaling (ns)=20, N=5,0002026.04 | 0.189 | |
| PFsite scaling (ns)=100, N=5,0002026.04 | 0.175 | |
| PFsite scaling (ns)=50, N=5,0002026.04 | 0.159 | |
| PFSimulation budget (N)=1,000, ns=502026.04 | 0.156 | |
| PFSimulation budget (N)=5,000, ns=502026.04 | 0.151 | |
| LFSimulation budget (N)=1,000, ns=502026.04 | 0.149 | |
| LFsite scaling (ns)=100, N=5,0002026.04 | 0.133 | |
| LFSimulation budget (N)=5,000, ns=502026.04 | 0.127 | |
| LFSimulation budget (N)=10,000, ns=502026.04 | 0.116 | |
| LFsite scaling (ns)=50, N=5,0002026.04 | 0.115 | |
| FMPEsite scaling (ns)=10, N=5,0002026.04 | 0.112 | |
| PFSimulation budget (N)=10,000, ns=502026.04 | 0.0569 | |
| FMPE Transformersite scaling (ns)=10, N=5,0002026.04 | 0.0457 | |
| FMPE Transformersite scaling (ns)=1, N=5,0002026.04 | 0.0117 | |
| FMPEsite scaling (ns)=1, N=5,0002026.04 | 0.011 | |
| Simformersite scaling (ns)=1, N=5,0002026.04 | 0.0109 | |
| NPEsite scaling (ns)=1, N=5,0002026.04 | 0.0108 | |
| PFsite scaling (ns)=1, N=5,0002026.04 | 0.0102 | |
| LFsite scaling (ns)=1, N=5,0002026.04 | 0.0101 | |
| LFsite scaling (ns)=10, N=5,0002026.04 | 0.0046 | |
| Simformersite scaling (ns)=10, N=5,0002026.04 | 0.0045 | |
| PFsite scaling (ns)=10, N=5,0002026.04 | 0.0044 | |
| PFsite scaling (ns)=20, N=5,0002026.04 | 0.0037 | |
| LFsite scaling (ns)=20, N=5,0002026.04 | 0.0036 | |
| SNPE (5 rounds)site scaling (ns)=1, N=5,0002026.04 | 0.0014 |