The MINT Lab advances the frontiers of modern AI systems through rigorous mathematical analysis. We specialize in mathematical machine learning and geometric deep learning, aiming to develop next-generation AI algorithms. Our research addresses current technological limitations in sample/label efficiency, explainability, brittleness, knowledge compression, and lifelong/continual learning.