You are correct that each variable is considered conditionally independent of the other variables given the cluster assignment. CrossCat learns additive models

You are correct that each variable is considered conditionally independent of the other variables given the cluster assignment. CrossCat learns additive models and correlations between continuous variables by using many clusters (the clusters don't necessarily have meaningful real-world interpretations).