Risk-Constrained Reinforcement Learning with Percentile Risk Criteria

Yinlam Chow, Mohammad Ghavamzadeh, Lucas Janson +1

In many sequential decision-making problems one is interested in minimizing an expected cumulative cost while taking into account \emph{risk}, i.e., increased awareness of events o…