Comment by derbOac

The paper discusses MIC in particular at least. They suggest that MIC sometimes overstates the strength of a noisy relationship, giving the example of a bivariate normal mixture (Figure 9). In that example MIC is 1, but the new measure is 0.48 or something, which seems more reasonable.