Catastrophic-risk-aware reinforcement learning with extreme-value-theory-based policy gradients

Parisa Davar, Frédéric Godin, Jose Garrido

This paper tackles the problem of mitigating catastrophic risk (which is risk with very low frequency but very high severity) in the context of a sequential decision making process…