We estimate the optimum value of τ (line 5 of Algorithm 2) for RbF memory models using validation data.
rbF uses the loss values of validation instances and strength of the network obtained at the previous epoch to estimate network retention for validation instances at the current epoch (therefore t i = 1 for every validation instance).