arXiv stat.ML
· Papers
Prediction-Enhanced Monte Carlo: A Machine Learning View on Control Variate
arXiv:2412.11257v4 Announce Type: replace Abstract: For many complex simulation tasks spanning areas such as healthcare, engineering, and finance, Monte Carlo (MC) methods are invaluable due to their unbiased estimates and precise error quantification. Nevertheless, Monte Carlo simulations often become computationally