Search Results for author: Lina Bariah

Found 15 papers, 1 papers with code

Goal-Oriented State Information Compression for Linear Dynamical System Control

no code implementations14 Jul 2024 Li Wang, Chao Zhang, Samson Lasaulce, Lina Bariah, Merouane Debbah

In this paper, we consider controlled linear dynamical systems in which the controller has only access to a compressed version of the system state.

TelecomGPT: A Framework to Build Telecom-Specfic Large Language Models

no code implementations12 Jul 2024 Hang Zou, Qiyang Zhao, Yu Tian, Lina Bariah, Faouzi Bader, Thierry Lestable, Merouane Debbah

Large Language Models (LLMs) have the potential to revolutionize the Sixth Generation (6G) communication networks.

Code Generation Math +1

Large Language Models for Power Scheduling: A User-Centric Approach

1 code implementation29 Jun 2024 Thomas Mongaillard, Samson Lasaulce, Othman Hicheur, Chao Zhang, Lina Bariah, Vineeth S. Varma, Hang Zou, Qiyang Zhao, Merouane Debbah

While traditional optimization and scheduling schemes are designed to meet fixed, predefined system requirements, future systems are moving toward user-driven approaches and personalized services, aiming to achieve high quality-of-experience (QoE) and flexibility.

Intent Recognition Prompt Engineering +1

Generative AI for Immersive Communication: The Next Frontier in Internet-of-Senses Through 6G

no code implementations2 Apr 2024 Nassim Sehad, Lina Bariah, Wassim Hamidouche, Hamed Hellaoui, Riku Jäntti, Mérouane Debbah

Over the past two decades, the Internet-of-Things (IoT) has become a transformative concept, and as we approach 2030, a new paradigm known as the Internet of Senses (IoS) is emerging.

Semantic Communication

GenAINet: Enabling Wireless Collective Intelligence via Knowledge Transfer and Reasoning

no code implementations26 Feb 2024 Hang Zou, Qiyang Zhao, Lina Bariah, Yu Tian, Mehdi Bennis, Samson Lasaulce, Merouane Debbah, Faouzi Bader

Connecting GenAI agents over a wireless network can potentially unleash the power of collective intelligence and pave the way for artificial general intelligence (AGI).

Transfer Learning

Large Generative AI Models for Telecom: The Next Big Thing?

no code implementations17 Jun 2023 Lina Bariah, Qiyang Zhao, Hang Zou, Yu Tian, Faouzi Bader, Merouane Debbah

To be specific, large GenAI models are envisioned to open up a new era of autonomous wireless networks, in which multi-modal GenAI models trained over various Telecom data, can be fine-tuned to perform several downstream tasks, eliminating the need for building and training dedicated AI models for each specific task and paving the way for the realization of artificial general intelligence (AGI)-empowered wireless networks.

Understanding Telecom Language Through Large Language Models

no code implementations9 Jun 2023 Lina Bariah, Hang Zou, Qiyang Zhao, Belkacem Mouhouche, Faouzi Bader, Merouane Debbah

In particular, we fine-tune several LLMs including BERT, distilled BERT, RoBERTa and GPT-2, to the Telecom domain languages, and demonstrate a use case for identifying the 3rd Generation Partnership Project (3GPP) standard working groups.

The Interplay of AI and Digital Twin: Bridging the Gap between Data-Driven and Model-Driven Approaches

no code implementations26 Sep 2022 Lina Bariah, Merouane Debbah

The evolution of network virtualization and native artificial intelligence (AI) paradigms have conceptualized the vision of future wireless networks as a comprehensive entity operating in whole over a digital platform, with smart interaction with the physical domain, paving the way for the blooming of the Digital Twin (DT) concept.

Mixed Reality

An Effective Spatial Modulation Based Scheme for Indoor VLC Systems

no code implementations19 Jan 2022 Shimaa Naser, Lina Bariah, Sami Muhaidat, Mahmoud Al-Qutayri, Paschalis C. Sofotasios

This scheme enhances the achievable throughput of conventional SM schemes by transmitting higher order complex modulation symbol, which is decomposed into three different parts.

Towards Federated Learning-Enabled Visible Light Communication in 6G Systems

no code implementations7 Oct 2021 Shimaa Naser, Lina Bariah, Sami Muhaidat, Mahmoud Al-Qutayri, Ernesto Damiani, Merouane Debbah, Paschalis C. Sofotasios

Nevertheless, concerns pertaining to privacy and communication overhead when sharing raw data of the involved clients with a server constitute major bottlenecks in the implementation of centralized ML techniques.

Federated Learning

Rate-Splitting Multiple Access: Unifying NOMA and SDMA in MISO VLC Channels

no code implementations24 Jul 2020 Shimaa Naser, Lina Bariah, Wael Jaafar, Sami Muhaidat, Paschalis C. Sofotasios, Mahmoud Al-Qutayri, Octavia A. Dobre

Then, we introduce rate-splitting multiple access (RSMA), which was initially proposed for RF systems and discuss its potentials in VLC systems.

Large Intelligent Surface Assisted Non-Orthogonal Multiple Access: Performance Analysis

no code implementations19 Jul 2020 Lina Bariah, Sami Muhaidat, Paschalis C. Sofotasios, Faissal El Bouanani, Octavia A. Dobre, Walaa Hamouda

Specifically, we consider a downlink NOMA system, in which data transmission between a base station (BS) and $L$ NOMA users is assisted by an LIS comprising $M$ reflective elements.

Diversity

Non-Orthogonal Multiple Access in the Presence of Additive Generalized Gaussian Noise

no code implementations11 May 2020 Lina Bariah, Sami Muhaidat, Paschalis C. Sofotasios, Sanjeev Gurugopinath, Walaa Hamouda, Halim Yanikomeroglu

The derived PEP expression is subsequently utilized to derive a union bound on the bit error rate (BER) and to quantify the diversity orders realized by NOMA users in the presence of additive white (AW) GGN.

Diversity

A Prospective Look: Key Enabling Technologies, Applications and Open Research Topics in 6G Networks

no code implementations9 Apr 2020 Lina Bariah, Lina Mohjazi, Sami Muhaidat, Paschalis C. Sofotasios, Gunes Karabulut Kurt, Halim Yanikomeroglu, Octavia A. Dobre

To accommodate the stringent requirements of their prospective applications, which are data-driven and defined by extremely low-latency, ultra-reliable, fast and seamless wireless connectivity, research initiatives are currently focusing on a progressive roadmap towards the sixth generation (6G) networks.

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