Author name: Emre Ard{\i}\c{c}, Yakup Gen\c{c}

Sample Selection Using Multi-Task Autoencoders in Federated Learning with Non-IID Data

Emre Ard{\i}\c{c}, Yakup Gen\c{c} / April 30, 2026

arXiv:2604.26116v1 Announce Type: new
Abstract: Federated learning is a machine learning paradigm in which multiple devices collaboratively train a model under the supervision of a central server while ensuring data privacy. However, its performance i…

cs.CV, cs.LG

Enhanced Privacy and Communication Efficiency in Non-IID Federated Learning with Adaptive Quantization and Differential Privacy

Emre Ard{\i}\c{c}, Yakup Gen\c{c} / April 28, 2026

arXiv:2604.23426v1 Announce Type: new
Abstract: Federated learning (FL) is a distributed machine learning method where multiple devices collaboratively train a model under the management of a central server without sharing underlying data. One of the …