Figure 4 demonstrates that three ITEMRESP inference algorithms, Gibbs sampling (Gibbs), meanfield variational inference (Var), and the iterated conditional modes algorithm (ICM) (Besag, 1986), are brought into better agreement after optimizing their hyperparameters via grid search.
the algorithms in Figure 4b are in better agreement, particularly near the extremes, than the algorithms in Figure 4a.