XBART
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Please, add Monotonic Constraints feature.
XGBoost recently added the ability to enforce monotonicity constraints on any features used in a boosted model , so I suppose it will be natural enhancement for XBart. May be it will help: https://arxiv.org/pdf/1612.01619.pdf Thx!