Beyond KL-divergence: Risk Aware Control Through Cross Entropy and Adversarial Entropy Regularization

Menno van Zutphen, Domagoj Herceg, Duarte J. Antunes

While the idea of robust dynamic programming (DP) is compelling for systems affected by uncertainty, addressing worst-case disturbances generally results in excessive conservatism.…