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ResearchFormerly WizWand

Simulation-based Inference on Hierarchical SLCP

23.6l-C2STSNPE (5 rounds)
-0.8856565.47119711.8280518.184903Apr 22, 2026
Updated 6mo ago

Evaluation results

MethodLinks
SNPE (5 rounds)site scaling (ns)=100, N=5,0002026.0423.6
FMPE TransformerSimulation budget (N)=1,000, ns=502026.0421.6
NPEsite scaling (ns)=100, N=5,0002026.0420.8
FMPE Transformersite scaling (ns)=100, N=5,0002026.0420.6
SNPE (5 rounds)site scaling (ns)=50, N=5,0002026.0420.5
SNPE (5 rounds)Simulation budget (N)=5,000, ns=502026.0420.1
SimformerSimulation budget (N)=1,000, ns=502026.0419.9
FMPE Transformersite scaling (ns)=50, N=5,0002026.0419.7
NPEsite scaling (ns)=20, N=5,0002026.0419.7
NPESimulation budget (N)=1,000, ns=502026.0419.5
NPEsite scaling (ns)=50, N=5,0002026.0419.2
FMPESimulation budget (N)=5,000, ns=502026.0419
FMPEsite scaling (ns)=50, N=5,0002026.0418.9
SNPE (5 rounds)Simulation budget (N)=10,000, ns=502026.0418.8
FMPEsite scaling (ns)=100, N=5,0002026.0418.7
FMPESimulation budget (N)=10,000, ns=502026.0417.4
NPESimulation budget (N)=5,000, ns=502026.0417.3
SimformerSimulation budget (N)=10,000, ns=502026.0416.8
SNPE (5 rounds)site scaling (ns)=20, N=5,0002026.0416.6
FMPE TransformerSimulation budget (N)=5,000, ns=502026.0416.1
FMPESimulation budget (N)=1,000, ns=502026.0415.6
SimformerSimulation budget (N)=5,000, ns=502026.0415.1
FMPEsite scaling (ns)=20, N=5,0002026.0413.8
FMPE TransformerSimulation budget (N)=10,000, ns=502026.0413.5
NPESimulation budget (N)=10,000, ns=502026.0411.5
FMPE Transformersite scaling (ns)=20, N=5,0002026.0411
Simformersite scaling (ns)=20, N=5,0002026.0411
Simformersite scaling (ns)=50, N=5,0002026.0410.2
LFSimulation budget (N)=1,000, ns=502026.049.55
Simformersite scaling (ns)=10, N=5,0002026.047.48
SNPE (5 rounds)site scaling (ns)=10, N=5,0002026.046.16
LFsite scaling (ns)=100, N=5,0002026.042.75
PFSimulation budget (N)=1,000, ns=502026.041.39
PFSimulation budget (N)=5,000, ns=502026.041.35
PFSimulation budget (N)=10,000, ns=502026.041.35
PFsite scaling (ns)=100, N=5,0002026.041.33
LFsite scaling (ns)=50, N=5,0002026.041.2
PFsite scaling (ns)=50, N=5,0002026.041.13
LFSimulation budget (N)=5,000, ns=502026.041.04
LFSimulation budget (N)=10,000, ns=502026.040.608
PFsite scaling (ns)=20, N=5,0002026.040.377
PFsite scaling (ns)=10, N=5,0002026.040.288
FMPEsite scaling (ns)=1, N=5,0002026.040.243
NPEsite scaling (ns)=10, N=5,0002026.040.231
FMPE Transformersite scaling (ns)=1, N=5,0002026.040.219
LFsite scaling (ns)=20, N=5,0002026.040.212
NPEsite scaling (ns)=1, N=5,0002026.040.173
LFsite scaling (ns)=1, N=5,0002026.040.158
FMPE Transformersite scaling (ns)=10, N=5,0002026.040.133
SNPE (5 rounds)site scaling (ns)=1, N=5,0002026.040.123
FMPEsite scaling (ns)=10, N=5,0002026.040.0966
PFsite scaling (ns)=1, N=5,0002026.040.0645
LFsite scaling (ns)=10, N=5,0002026.040.0562
Simformersite scaling (ns)=1, N=5,0002026.040.0561