Before revision: Surprise-based learning allows agents to rapidly adapt to non-stationary stochastic environments characterized by stationary periods separated by sudden changes.
After revision: Surprise-based learning allows agents to rapidly adapt to non-stationary stochastic environments characterized by sudden changes.