Particle-Filter MPC

VNB was much faster than particle-filter MPC across all three simulation regimes. Particle filters can represent multimodal uncertainty but scale poorly for CVaR tail-risk estimation. The article summarizes VNB as roughly 5-7 times faster than particle-filter MPC in Table III. Particle-filter beliefs obstruct pathwise gradient propagation.