- Store the # of samples seen at the leaf & split the leaf with gini impurity thresholds > Concerns: How do determine the splitting when only access to current batch? - Store the overall accuracy of trees across different training batches, use it to find the weakest tree to replace > Concerns: bias towards the current sample batch