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ResearchFormerly WizWand

Simulation-based Inference on Hierarchical Gaussian Linear

0.0002l-C2STPF
-0.0087470.0519370.1126220.173306Apr 22, 2026
Updated 6mo ago

Evaluation results

MethodLinks
PFsite scaling (ns)=1, N=5,0002026.040.0002
FMPE Transformersite scaling (ns)=1, N=5,0002026.040.0003
FMPEsite scaling (ns)=1, N=5,0002026.040.0005
Simformersite scaling (ns)=1, N=5,0002026.040.0006
FMPEsite scaling (ns)=10, N=5,0002026.040.0008
FMPE Transformersite scaling (ns)=10, N=5,0002026.040.001
LFsite scaling (ns)=10, N=5,0002026.040.001
Simformersite scaling (ns)=10, N=5,0002026.040.001
SNPE (5 rounds)site scaling (ns)=1, N=5,0002026.040.001
LFsite scaling (ns)=1, N=5,0002026.040.0011
PFsite scaling (ns)=10, N=5,0002026.040.0014
LFsite scaling (ns)=20, N=5,0002026.040.0016
NPEsite scaling (ns)=1, N=5,0002026.040.0016
FMPEsite scaling (ns)=20, N=5,0002026.040.0016
PFsite scaling (ns)=20, N=5,0002026.040.0018
PFsite scaling (ns)=50, N=5,0002026.040.002
LFSimulation budget (N)=1,000, ns=502026.040.0023
LFSimulation budget (N)=10,000, ns=502026.040.0023
LFsite scaling (ns)=50, N=5,0002026.040.0024
LFSimulation budget (N)=5,000, ns=502026.040.0025
PFSimulation budget (N)=1,000, ns=502026.040.0029
PFSimulation budget (N)=10,000, ns=502026.040.0029
PFSimulation budget (N)=5,000, ns=502026.040.003
FMPE Transformersite scaling (ns)=20, N=5,0002026.040.012
LFsite scaling (ns)=100, N=5,0002026.040.0171
SNPE (5 rounds)site scaling (ns)=10, N=5,0002026.040.0493
NPEsite scaling (ns)=10, N=5,0002026.040.0634
Simformersite scaling (ns)=20, N=5,0002026.040.0752
PFsite scaling (ns)=100, N=5,0002026.040.0849
SNPE (5 rounds)site scaling (ns)=20, N=5,0002026.040.115
NPEsite scaling (ns)=20, N=5,0002026.040.118
FMPEsite scaling (ns)=100, N=5,0002026.040.154
FMPEsite scaling (ns)=50, N=5,0002026.040.163
FMPESimulation budget (N)=5,000, ns=502026.040.165
NPEsite scaling (ns)=100, N=5,0002026.040.169
NPEsite scaling (ns)=50, N=5,0002026.040.17
FMPESimulation budget (N)=10,000, ns=502026.040.174
NPESimulation budget (N)=5,000, ns=502026.040.176
SNPE (5 rounds)Simulation budget (N)=10,000, ns=502026.040.176
NPESimulation budget (N)=10,000, ns=502026.040.182
SimformerSimulation budget (N)=10,000, ns=502026.040.183
FMPESimulation budget (N)=1,000, ns=502026.040.184
Simformersite scaling (ns)=100, N=5,0002026.040.186
FMPE TransformerSimulation budget (N)=10,000, ns=502026.040.191
Simformersite scaling (ns)=50, N=5,0002026.040.192
SimformerSimulation budget (N)=5,000, ns=502026.040.193
SNPE (5 rounds)site scaling (ns)=50, N=5,0002026.040.195
FMPE TransformerSimulation budget (N)=5,000, ns=502026.040.198
FMPE Transformersite scaling (ns)=50, N=5,0002026.040.2
SNPE (5 rounds)Simulation budget (N)=5,000, ns=502026.040.201
FMPE Transformersite scaling (ns)=100, N=5,0002026.040.206
FMPE TransformerSimulation budget (N)=1,000, ns=502026.040.214
SimformerSimulation budget (N)=1,000, ns=502026.040.216
SNPE (5 rounds)site scaling (ns)=100, N=5,0002026.040.219
NPESimulation budget (N)=1,000, ns=502026.040.225