Fangzhao Zhang

Active Learning of Deep Neural Networks via Gradient-Free Cutting Planes

2024 · arXiv (Cornell University)

Active learning methods aim to improve sample complexity in machine learning. In this work, we investigate an active learning scheme via a novel gradient-free cutting-plane training method for ReLU networks of arbitrary depth and develop …