1 code implementation • 24 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.
no code implementations • 11 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.
no code implementations • 31 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.
1 code implementation • 23 Oct 2023 • Ali Maatouk, Fadhel Ayed, Nicola Piovesan, Antonio De Domenico, Merouane Debbah, Zhi-Quan Luo
Afterwards, using the provided dataset, an evaluation is conducted to assess the capabilities of LLMs, including GPT-3. 5 and GPT-4.
no code implementations • 11 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.
no code implementations • 4 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
no code implementations • 24 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