3 papers
cs.IT2026
Wireless Decentralized Federated Learning via Device Clustering and Inter-Cluster Link Enhancement
William Weijia Zheng, Hang Liu, Ying-Jun Angela Zhang
Decentralized federated learning (DFL) dispenses with the central server of classical FL by utilizing peer-to-peer model exchanges among edge devices. This server-free architecture…
cs.IT2024
Coding for the unsourced B-channel with erasures: enhancing the linked loop code
William W. Zheng, Jamison R. Ebert, Stefano Rini +1
In [1], the linked loop code (LLC) is presented as a promising code for the unsourced A-channel with erasures (UACE). The UACE is an unsourced multiple access channel in which acti…
cs.IT2023
Coding for the unsourced A-channel with erasures: the linked loop code
William W. Zheng, Jamison R. Ebert, Stefano Rini +1
The A-channel is a noiseless multiple access channel in which users simultaneously transmit Q-ary symbols and the receiver observes the set of transmitted symbols, but not their mu…