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Yu-Ling Yao

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#machine learning Preprint Oct 2026

Product Monte Carlo: Expectation Under a Product of Densities

This work proposes Product Monte Carlo (PMC), an algorithm for computing arbitrary expectations under a product of densities using only Monte Carlo draws from individual densities, and achieves higher estimation accuracy, better-calibrated uncertainty coverage, and improved scalability at a lower computational cost tha...

Pietro Carlotti, Si-Fan Liu, Yu-Ling Yao · 0 citations