18 citations · 22 across the 6 of their papers we have counts for
6 papers
Coded Computation across Shared Heterogeneous Workers with Communication Delay
Yuxuan Sun, Fan Zhang, Junlin Zhao +3
Distributed computing enables large-scale computation tasks to be processed over multiple workers in parallel. However, the randomness of communication and computation delays acros…
Fast Federated Edge Learning with Overlapped Communication and Computation and Channel-Aware Fair Client Scheduling
Mehmet Emre Ozfatura, Junlin Zhao, Deniz Gündüz
We consider federated edge learning (FEEL) over wireless fading channels taking into account the downlink and uplink channel latencies, and the random computation delays at the cli…
Multi-Antenna Coded Content Delivery with Caching: A Low-Complexity Solution
Junlin Zhao, Mohammad Mohammadi Amiri, Deniz Gündüz
We study downlink beamforming in a single-cell network with a multi-antenna base station serving cache-enabled users. Assuming a library of files with a common rate, we formulate t…
Heterogeneous Coded Computation across Heterogeneous Workers
Yuxuan Sun, Junlin Zhao, Sheng Zhou +1
Coded distributed computing framework enables large-scale machine learning (ML) models to be trained efficiently in a distributed manner, while mitigating the straggler effect. In…
Non-Orthogonal Unicast and Broadcast Transmission via Joint Beamforming and LDM in Cellular Networks
Junlin Zhao, Deniz Gündüz, Osvaldo Simeone +1
Limited bandwidth resources and higher energy efficiency requirements motivate incorporating multicast and broadcast transmission into the next-generation cellular network architec…
A Low-Complexity Cache-Aided Multi-antenna Content Delivery Scheme
Junlin Zhao, Mohammad Mohammadi Amiri, Deniz Gündüz
We study downlink beamforming in a single-cell network with a multi-antenna base station (BS) serving cache-enabled users. For a given common rate of the files in the system, we fi…