Before revision:  In this work we show that exact Bayesian inference gives naturally rise to a surprise-modulated trade-off between URLetting and integrating the new observations with the current belief.
After revision:  In this work we show that exact Bayesian inference in a hierarchical model gives rise to a surprise-modulated trade-off between URLetting and integrating the new observations with the current belief.