Towards One-shot Federated Learning: Advances, Challenges, and Future Directions

Flora Amato, Lingyu Qiu, Mohammad Tanveer +3

One-shot FL enables collaborative training in a single round, eliminating the need for iterative communication, making it particularly suitable for use in resource-constrained and…