Combating Reinforcement Learning's Sisyphean Curse with Intrinsic Fear

Zachary C. Lipton, Kamyar Azizzadenesheli, Abhishek Kumar +3

Many practical environments contain catastrophic states that an optimal agent would visit infrequently or never. Even on toy problems, Deep Reinforcement Learning (DRL) agents tend…