This repository compiles academic papers that apply categorical mathematics to machine learning problems. It groups papers by subfields such as deep learning architectures, gradient-based learning, and neural network theory. The collection serves as a survey resource for researchers interested in the mathematical foundations of ML through category-theoretic lenses.