Learning in Volatile Environments with the Bayes Factor Surprise

Vasiliki Liakoni, Alireza Modirshanechi, Wulfram Gerstner +1

Surprise-based learning allows agents to rapidly adapt to non-stationary stochastic environments characterized by sudden changes. We show that exact Bayesian inference in a hierarc…