Search Results for author: Ali Maatouk

Found 7 papers, 2 papers with code

Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

1 code implementation24 Apr 2024 Andrei-Laurentiu Bornea, Fadhel Ayed, Antonio De Domenico, Nicola Piovesan, Ali Maatouk

The application of Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) systems in the telecommunication domain presents unique challenges, primarily due to the complex nature of telecom standard documents and the rapid evolution of the field.

Retrieval

Predictive Handover Strategy in 6G and Beyond: A Deep and Transfer Learning Approach

no code implementations11 Apr 2024 Ioannis Panitsas, Akrit Mudvari, Ali Maatouk, Leandros Tassiulas

Next-generation cellular networks will evolve into more complex and virtualized systems, employing machine learning for enhanced optimization and leveraging higher frequency bands and denser deployments to meet varied service demands.

Transfer Learning

FlexTrain: A Dynamic Training Framework for Heterogeneous Devices Environments

no code implementations31 Oct 2023 Mert Unsal, Ali Maatouk, Antonio De Domenico, Nicola Piovesan, Fadhel Ayed

As deep learning models become increasingly large, they pose significant challenges in heterogeneous devices environments.

Federated Learning

Large Language Models for Telecom: Forthcoming Impact on the Industry

no code implementations11 Aug 2023 Ali Maatouk, Nicola Piovesan, Fadhel Ayed, Antonio De Domenico, Merouane Debbah

Large Language Models (LLMs), AI-driven models that can achieve general-purpose language understanding and generation, have emerged as a transformative force, revolutionizing fields well beyond Natural Language Processing (NLP) and garnering unprecedented attention.

On the Global Optimality of Whittle's index policy for minimizing the age of information

no code implementations4 Feb 2021 Saad Kriouile, Mohamad Assaad, Ali Maatouk

This paper examines the average age minimization problem where only a fraction of the network users can transmit simultaneously over unreliable channels.

Information Theory Networking and Internet Architecture Information Theory

The Age of Incorrect Information: an Enabler of Semantics-Empowered Communication

no code implementations24 Dec 2020 Ali Maatouk, Mohamad Assaad, Anthony Ephremides

Interestingly, we show that the AoII-optimal policy is also error-optimal for the adopted information source model.

Information Theory Information Theory

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