no code implementations • 9 Feb 2023 • Abdulmoneam Ali, Ahmed Arafa
To minimize the effect of delay, clients are assigned into different groups, each having its own local parameter server (LPS) that aggregates its clients' models.
no code implementations • 25 Feb 2021 • Bryttany Herren, Ahmed Arafa, Karim Banawan
In this problem, a user has an outdated version of the message $\hat{W}_\theta$ of length $L$ bits that differ from the current version $W_\theta$ in at most $f$ bits.
Information Retrieval Information Theory Networking and Internet Architecture Signal Processing Information Theory
no code implementations • 15 Feb 2021 • Ahmed Arafa, Richard D. Wesel
The goal is to optimize the codewords lengths such that successfully-decoded messages are timely.
Information Theory Networking and Internet Architecture Signal Processing Information Theory
no code implementations • 31 Oct 2019 • Howard H. Yang, Ahmed Arafa, Tony Q. S. Quek, H. Vincent Poor
Federated learning (FL) is a machine learning model that preserves data privacy in the training process.
Information Theory Signal Processing Information Theory