Tag: bayessum

BayesSum: Bayesian Quadrature in Discrete Spaces arXiv:2512.16105v1 Announce Type: new Abstract: This paper addresses the challenging computational problem of estimating intractable expectations over discrete domains. Existing approaches, including Monte Carlo and Russian Roulette estimators, are consistent but often require a large number of samples to achieve accurate results. We propose a novel estimator, emph{BayesSum}, which…