Search Results for author: Fares Fourati

Found 7 papers, 0 papers with code

Combinatorial Stochastic-Greedy Bandit

no code implementations13 Dec 2023 Fares Fourati, Christopher John Quinn, Mohamed-Slim Alouini, Vaneet Aggarwal

We propose a novel combinatorial stochastic-greedy bandit (SGB) algorithm for combinatorial multi-armed bandit problems when no extra information other than the joint reward of the selected set of $n$ arms at each time step $t\in [T]$ is observed.

FilFL: Client Filtering for Optimized Client Participation in Federated Learning

no code implementations13 Feb 2023 Fares Fourati, Salma Kharrat, Vaneet Aggarwal, Mohamed-Slim Alouini, Marco Canini

Federated learning is an emerging machine learning paradigm that enables clients to train collaboratively without exchanging local data.

Federated Learning

Randomized Greedy Learning for Non-monotone Stochastic Submodular Maximization Under Full-bandit Feedback

no code implementations2 Feb 2023 Fares Fourati, Vaneet Aggarwal, Christopher John Quinn, Mohamed-Slim Alouini

We investigate the problem of unconstrained combinatorial multi-armed bandits with full-bandit feedback and stochastic rewards for submodular maximization.

Multi-Armed Bandits

Artificial Intelligence for Satellite Communication: A Review

no code implementations25 Jan 2021 Fares Fourati, Mohamed-Slim Alouini

Satellite communication offers the prospect of service continuity over uncovered and under-covered areas, service ubiquity, and service scalability.

Management

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