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ResearchFormerly WizWand

Simulation-based Inference on Hierarchical Gaussian Linear Uniform

0.0004l-C2STSimformer
-0.009460.0568610.1231820.189504Apr 22, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Simformersite scaling (ns)=20, N=5,0002026.040.0004
PFsite scaling (ns)=10, N=5,0002026.040.0007
LFsite scaling (ns)=1, N=5,0002026.040.0009
PFSimulation budget (N)=5,000, ns=502026.040.001
PFsite scaling (ns)=50, N=5,0002026.040.001
PFSimulation budget (N)=10,000, ns=502026.040.001
FMPE Transformersite scaling (ns)=10, N=5,0002026.040.0011
LFSimulation budget (N)=1,000, ns=502026.040.0012
Simformersite scaling (ns)=1, N=5,0002026.040.0012
LFsite scaling (ns)=20, N=5,0002026.040.0013
PFsite scaling (ns)=1, N=5,0002026.040.0014
LFSimulation budget (N)=10,000, ns=502026.040.0014
LFSimulation budget (N)=5,000, ns=502026.040.0014
FMPEsite scaling (ns)=1, N=5,0002026.040.0016
FMPE Transformersite scaling (ns)=1, N=5,0002026.040.0017
SNPE (5 rounds)site scaling (ns)=1, N=5,0002026.040.0017
LFsite scaling (ns)=50, N=5,0002026.040.0023
NPEsite scaling (ns)=1, N=5,0002026.040.0024
PFsite scaling (ns)=20, N=5,0002026.040.0025
LFsite scaling (ns)=10, N=5,0002026.040.0031
Simformersite scaling (ns)=10, N=5,0002026.040.0034
LFsite scaling (ns)=100, N=5,0002026.040.0592
SNPE (5 rounds)site scaling (ns)=10, N=5,0002026.040.138
NPEsite scaling (ns)=10, N=5,0002026.040.143
FMPE Transformersite scaling (ns)=20, N=5,0002026.040.168
FMPEsite scaling (ns)=10, N=5,0002026.040.181
FMPEsite scaling (ns)=20, N=5,0002026.040.189
FMPEsite scaling (ns)=50, N=5,0002026.040.207
FMPE TransformerSimulation budget (N)=5,000, ns=502026.040.209
FMPE TransformerSimulation budget (N)=10,000, ns=502026.040.209
FMPESimulation budget (N)=5,000, ns=502026.040.21
FMPEsite scaling (ns)=100, N=5,0002026.040.212
FMPE TransformerSimulation budget (N)=1,000, ns=502026.040.215
SimformerSimulation budget (N)=1,000, ns=502026.040.22
SimformerSimulation budget (N)=5,000, ns=502026.040.222
Simformersite scaling (ns)=100, N=5,0002026.040.223
NPESimulation budget (N)=10,000, ns=502026.040.225
SNPE (5 rounds)Simulation budget (N)=5,000, ns=502026.040.225
NPEsite scaling (ns)=100, N=5,0002026.040.227
NPESimulation budget (N)=5,000, ns=502026.040.227
Simformersite scaling (ns)=50, N=5,0002026.040.229
SNPE (5 rounds)site scaling (ns)=50, N=5,0002026.040.229
PFSimulation budget (N)=1,000, ns=502026.040.229
FMPESimulation budget (N)=1,000, ns=502026.040.231
FMPESimulation budget (N)=10,000, ns=502026.040.231
SNPE (5 rounds)Simulation budget (N)=10,000, ns=502026.040.231
FMPE Transformersite scaling (ns)=50, N=5,0002026.040.232
FMPE Transformersite scaling (ns)=100, N=5,0002026.040.232
PFsite scaling (ns)=100, N=5,0002026.040.233
NPEsite scaling (ns)=20, N=5,0002026.040.236
NPEsite scaling (ns)=50, N=5,0002026.040.236
NPESimulation budget (N)=1,000, ns=502026.040.236
SNPE (5 rounds)site scaling (ns)=20, N=5,0002026.040.24
SimformerSimulation budget (N)=10,000, ns=502026.040.241
SNPE (5 rounds)site scaling (ns)=100, N=5,0002026.040.246