Aniket Jivani

Active Pilot Sampling for Multi-fidelity Estimation in Stochastic Optimization

Stochastic optimization with high-fidelity nonlinear models is often computationally prohibitive because each objective evaluation requires sampling-based uncertainty quantification inside an outer optimization loop. Multi-fidelity estimators, such as approximate control variates (ACV), can reduce this cost by exploiti...