2 papers
cs.LG2024
Age-of-Gradient Updates for Federated Learning over Random Access Channels
Yu Heng Wu, Houman Asgari, Stefano Rini +1
This paper studies the problem of federated training of a deep neural network (DNN) over a random access channel (RACH) such as in computer networks, wireless networks, and cellula…
cs.IT2022
On the Performance of Irregular Repetition Slotted ALOHA with an Age of Information Threshold
Hooman Asgari, Andrea Munari, Gianluigi Liva
The present paper focuses on an IoT setting in which a large number of devices generate time-stamped updates addressed to a common gateway. Medium access is regulated following a g…