2 papers
cs.LG2025
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…
math.NA2021
Deep Learning for the Approximation of a Shape Functional
F. Calabrò, S. Cuomo, F. Giampaolo +4
Artificial Neuronal Networks are models widely used for many scientific tasks. One of the well-known field of application is the approximation of high-dimensional problems via Deep…