Constrained Policy Optimization with Cantelli-Bounded Value-at-Risk

Rohan Tangri, Jan-Peter Calliess

We introduce Canary, a risk-averse method designed to optimize Value-at-Risk (VaR) constrained reinforcement learning (RL) problems. We employ Cantelli's inequality to obtain a tra…