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ResearchFormerly WizWand

Simulation-based Inference on Hierarchical Two Moons

0.241l-C2STFMPE Transformer
-0.0081740.0565160.1212050.185894Apr 22, 2026
Updated 6mo ago

Evaluation results

MethodLinks
FMPE Transformersite scaling (ns)=50, N=5,0002026.040.241
SNPE (5 rounds)site scaling (ns)=10, N=5,0002026.040.241
FMPE Transformersite scaling (ns)=100, N=5,0002026.040.239
FMPE TransformerSimulation budget (N)=5,000, ns=502026.040.237
SNPE (5 rounds)Simulation budget (N)=10,000, ns=502026.040.237
SNPE (5 rounds)site scaling (ns)=20, N=5,0002026.040.235
NPEsite scaling (ns)=20, N=5,0002026.040.233
SNPE (5 rounds)site scaling (ns)=100, N=5,0002026.040.232
FMPESimulation budget (N)=1,000, ns=502026.040.232
Simformersite scaling (ns)=20, N=5,0002026.040.231
NPESimulation budget (N)=10,000, ns=502026.040.229
NPEsite scaling (ns)=50, N=5,0002026.040.228
FMPE TransformerSimulation budget (N)=10,000, ns=502026.040.228
SNPE (5 rounds)site scaling (ns)=50, N=5,0002026.040.223
SNPE (5 rounds)Simulation budget (N)=5,000, ns=502026.040.223
NPESimulation budget (N)=5,000, ns=502026.040.222
SimformerSimulation budget (N)=1,000, ns=502026.040.22
FMPE TransformerSimulation budget (N)=1,000, ns=502026.040.213
SimformerSimulation budget (N)=10,000, ns=502026.040.212
FMPEsite scaling (ns)=100, N=5,0002026.040.21
NPESimulation budget (N)=1,000, ns=502026.040.208
FMPEsite scaling (ns)=50, N=5,0002026.040.205
Simformersite scaling (ns)=100, N=5,0002026.040.205
NPEsite scaling (ns)=100, N=5,0002026.040.204
FMPEsite scaling (ns)=20, N=5,0002026.040.202
Simformersite scaling (ns)=50, N=5,0002026.040.202
SimformerSimulation budget (N)=5,000, ns=502026.040.199
NPEsite scaling (ns)=10, N=5,0002026.040.197
FMPESimulation budget (N)=5,000, ns=502026.040.197
FMPESimulation budget (N)=10,000, ns=502026.040.192
FMPE Transformersite scaling (ns)=20, N=5,0002026.040.189
PFsite scaling (ns)=100, N=5,0002026.040.175
PFsite scaling (ns)=50, N=5,0002026.040.159
PFSimulation budget (N)=1,000, ns=502026.040.156
PFSimulation budget (N)=5,000, ns=502026.040.151
LFSimulation budget (N)=1,000, ns=502026.040.149
LFsite scaling (ns)=100, N=5,0002026.040.133
LFSimulation budget (N)=5,000, ns=502026.040.127
LFSimulation budget (N)=10,000, ns=502026.040.116
LFsite scaling (ns)=50, N=5,0002026.040.115
FMPEsite scaling (ns)=10, N=5,0002026.040.112
PFSimulation budget (N)=10,000, ns=502026.040.0569
FMPE Transformersite scaling (ns)=10, N=5,0002026.040.0457
FMPE Transformersite scaling (ns)=1, N=5,0002026.040.0117
FMPEsite scaling (ns)=1, N=5,0002026.040.011
Simformersite scaling (ns)=1, N=5,0002026.040.0109
NPEsite scaling (ns)=1, N=5,0002026.040.0108
PFsite scaling (ns)=1, N=5,0002026.040.0102
LFsite scaling (ns)=1, N=5,0002026.040.0101
LFsite scaling (ns)=10, N=5,0002026.040.0046
Simformersite scaling (ns)=10, N=5,0002026.040.0045
PFsite scaling (ns)=10, N=5,0002026.040.0044
PFsite scaling (ns)=20, N=5,0002026.040.0037
LFsite scaling (ns)=20, N=5,0002026.040.0036
SNPE (5 rounds)site scaling (ns)=1, N=5,0002026.040.0014