Regularization, Overfitting, Dropout Regularization, Early Stopping, Elastic Net.
contains less than min_samples_split samples. You can try different values with hyperparameter tuning to discover the best depth. In XGBoost, many parameters are related to overfitting. Here are some of them: colsample_bytree contains the ratio of features used in the tree, when you use less