Margin-Based Generalization Lower Bounds for Boosted Classifiers

Allan Grønlund, Lior Kamma, Kasper Green Larsen, Alexander Mathiasen, Jelani Nelson

Neural Information Processing Systems 

Despite the numerous generalization upper bounds that have been proved over the last two decades, nothing is known about the tightness of these bounds.