https://www.amazon.science/publications/probabilistic-forecasting-a-level-set-approach The paper suggests a method for turning any point prediction algorithm (such as XGBoost with MSE as the loss function) into a probabilistic one (outputting quantile predictions). Are you happy with your point prediction model and want to enhance it to predict conditional distributions?