The Price of Failure Risk: Clipped Barrier Policy Gradients with Convex Regularization.

arXiv:2411.19193v4 Announce Type: replace-cross Abstract: In many control problems, actions consume a resource budget, such as a wear allowance, and the probability of exhausting it within a given horizon must stay below a tolerance. A simple, widely used appr