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Beyond Effective Sample Size: Effective Number of Proposals for Adaptive Importance Sampling

#Beyond #Effective #Sample #Size #Number

arXiv:2608.15154v1 Announce Type: new Abstract: Population-based adaptive importance sampling (AIS) methods use a set of proposal densities to approximate complex target distributions. Their performance is commonly assessed through effective sample size (ESS) and related weight-based diagnostics,…