This repository curates federated learning publications covering optimization algorithms, privacy mechanisms, non-IID data handling, communication efficiency, and applications in computer vision and NLP. It references the FedML library (https://fedml.ai) and organizes research from major venues like ICML, NeurIPS, ICLR, and CVPR. The list serves as a comprehensive reference for federated learning foundations and recent advances.