Machine Learning, Data Science, Design.
interactions you allow in a localized fashion. For instance, if the interaction between the 1000 “other features” and the features xgboost is trying to use is too low (at 0 momentum, the weight given to the interaction using time as weight), the interaction is discarded (pruned) everytime. :)