integration_steps: the number of update steps required for an accuracy error of 100% to transform into an augmentation probability increase of 100%. To give an intuition, this defines how slowly the augmentation probability is changed. I recommend setting this to a relatively high value (1000 in this case) so that the augmentation strength is only adjusted slowly.