Machine Intelligence and Neural Technologies (MINT)
The MINT Lab pioneers next-generation AI through rigorous mathematical and geometric deep learning, addressing limitations in sample/label efficiency, explainability, brittleness, knowledge compression, and lifelong learning.
Director: Soheil Kolouri
The MINT lab focuses on developing next-generation AI models that are sample-efficient, generalizable, robust, compressible, and capable of continual learning and adaptation. Our core research thrusts include 1) advancing the theory of optimal transportation and its applications in AI, 2) creating methods and algorithms for efficient knowledge representation, 3) continual AI, and 4) collective AI.