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ResearchFormerly WizWand

Simulation-based Inference on Hierarchical Gaussian Mixture

0.0002l-C2STPF
-0.0097550.0576820.1251180.192554Apr 22, 2026
Updated 6mo ago

Evaluation results

MethodLinks
PFsite scaling (ns)=1, N=5,0002026.040.0002
FMPE Transformersite scaling (ns)=1, N=5,0002026.040.0006
PFsite scaling (ns)=10, N=5,0002026.040.001
PFsite scaling (ns)=20, N=5,0002026.040.0011
PFSimulation budget (N)=10,000, ns=502026.040.0012
LFsite scaling (ns)=1, N=5,0002026.040.0014
LFSimulation budget (N)=10,000, ns=502026.040.0016
LFSimulation budget (N)=5,000, ns=502026.040.0016
FMPE TransformerSimulation budget (N)=10,000, ns=502026.040.0016
FMPEsite scaling (ns)=1, N=5,0002026.040.0019
FMPE Transformersite scaling (ns)=20, N=5,0002026.040.0019
LFsite scaling (ns)=20, N=5,0002026.040.002
LFsite scaling (ns)=50, N=5,0002026.040.002
SimformerSimulation budget (N)=10,000, ns=502026.040.0021
Simformersite scaling (ns)=1, N=5,0002026.040.0021
NPEsite scaling (ns)=1, N=5,0002026.040.0022
SimformerSimulation budget (N)=5,000, ns=502026.040.0023
Simformersite scaling (ns)=50, N=5,0002026.040.0024
Simformersite scaling (ns)=10, N=5,0002026.040.0032
FMPEsite scaling (ns)=10, N=5,0002026.040.0038
LFsite scaling (ns)=10, N=5,0002026.040.0039
FMPE Transformersite scaling (ns)=10, N=5,0002026.040.0048
LFsite scaling (ns)=100, N=5,0002026.040.0152
LFSimulation budget (N)=1,000, ns=502026.040.018
SNPE (5 rounds)site scaling (ns)=1, N=5,0002026.040.0587
Simformersite scaling (ns)=100, N=5,0002026.040.0726
Simformersite scaling (ns)=20, N=5,0002026.040.0749
NPEsite scaling (ns)=10, N=5,0002026.040.112
FMPE Transformersite scaling (ns)=50, N=5,0002026.040.114
FMPE TransformerSimulation budget (N)=5,000, ns=502026.040.157
SimformerSimulation budget (N)=1,000, ns=502026.040.162
FMPEsite scaling (ns)=20, N=5,0002026.040.181
FMPE TransformerSimulation budget (N)=1,000, ns=502026.040.185
FMPE Transformersite scaling (ns)=100, N=5,0002026.040.189
PFSimulation budget (N)=5,000, ns=502026.040.201
FMPESimulation budget (N)=5,000, ns=502026.040.201
PFsite scaling (ns)=50, N=5,0002026.040.206
FMPEsite scaling (ns)=50, N=5,0002026.040.208
NPESimulation budget (N)=5,000, ns=502026.040.211
FMPESimulation budget (N)=10,000, ns=502026.040.212
NPEsite scaling (ns)=20, N=5,0002026.040.213
NPESimulation budget (N)=10,000, ns=502026.040.215
NPESimulation budget (N)=1,000, ns=502026.040.229
NPEsite scaling (ns)=50, N=5,0002026.040.23
FMPEsite scaling (ns)=100, N=5,0002026.040.231
FMPESimulation budget (N)=1,000, ns=502026.040.235
NPEsite scaling (ns)=100, N=5,0002026.040.237
SNPE (5 rounds)site scaling (ns)=10, N=5,0002026.040.242
PFsite scaling (ns)=100, N=5,0002026.040.244
PFSimulation budget (N)=1,000, ns=502026.040.244
SNPE (5 rounds)site scaling (ns)=20, N=5,0002026.040.247
SNPE (5 rounds)Simulation budget (N)=5,000, ns=502026.040.249
SNPE (5 rounds)site scaling (ns)=50, N=5,0002026.040.25
SNPE (5 rounds)site scaling (ns)=100, N=5,0002026.040.25
SNPE (5 rounds)Simulation budget (N)=10,000, ns=502026.040.25