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ResearchFormerly WizWand

Amortised Sampling on MoS d = 50

1,477.04Sinkhorn CostSMC-HMC-ESS
1,413.64681,841.55092,269.4552,697.3591Oct 13, 2025
Updated 5mo ago

Evaluation results

MethodLinks
SMC-HMC-ESSsetting=gradient-based, source=Chen et al. (2025)2025.101,477.04—
SCLDsetting=gradient-based2025.101,528.890.13
CMCD-KLsetting=gradient-based, source=Chen et al. (2025)2025.101,848.89—
CMCD-LVsetting=gradient-based, source=Chen et al. (2025)2025.101,945.71—
TB/SubTB + SMC + IW-Bufsetting=gradient-based2025.102,017.860.299
TBsetting=gradient-based2025.102,128.50.315
DDSsetting=gradient-based2025.102,170.750.245
LVsetting=gradient-based2025.102,175.860.35
SMC-HMCsetting=gradient-based2025.102,320.790.326
PISsetting=gradient-based2025.102,324.690.366
TB/SubTB + SMCsetting=gradient-based2025.102,416.520.428
TB + IW-Bufsetting=gradient-based2025.102,505.420.442
SCLD w/o MCMCsetting=gradient-based2025.103,061.870.574