Rollout Renaissance: How Pareto-NRPA Revives Monte Carlo for Multi-Objective Optimization
TL;DR for operators Many business optimisation problems do not ask for “the best answer.” They ask for a menu of acceptable compromises: cheaper but slower, faster but riskier, smaller but slightly less accurate, feasible but less elegant. This paper matters because it adapts an old Monte Carlo workhorse, Nested Rollout Policy Adaptation, to that messy multi-objective setting. ...