Return Capping: Sample-Efficient CVaR Policy Gradient Optimisation

Harry Mead, Clarissa Costen, Bruno Lacerda +1

When optimising for conditional value at risk (CVaR) using policy gradients (PG), current methods rely on discarding a large proportion of trajectories, resulting in poor sample ef…