First -- this library looks great, pretty much exactly what I was looking for!
It appears though, that each dependent estimator is trained on the entire passed dataset directly. This can lead to overfitting. Instead, it would be nice if cross_val_predict was supported in some fashion so when we have estimators A -> B, B is trained on output of cross_val_predict rather than raw predict output.
Given activity in this repo, I'm assuming its basically inactive. But if not, I'd be happy to contribute such functionality.