Search Results for author: Ali Chouman

Found 5 papers, 1 papers with code

Semantic Routing for Enhanced Performance of LLM-Assisted Intent-Based 5G Core Network Management and Orchestration

no code implementations24 Apr 2024 Dimitrios Michael Manias, Ali Chouman, Abdallah Shami

Large language models (LLMs) are rapidly emerging in Artificial Intelligence (AI) applications, especially in the fields of natural language processing and generative AI.

Management Prompt Engineering +2

Towards Intent-Based Network Management: Large Language Models for Intent Extraction in 5G Core Networks

no code implementations4 Mar 2024 Dimitrios Michael Manias, Ali Chouman, Abdallah Shami

The integration of Machine Learning and Artificial Intelligence (ML/AI) into fifth-generation (5G) networks has made evident the limitations of network intelligence with ever-increasing, strenuous requirements for current and next-generation devices.

Language Modelling Large Language Model +1

An NWDAF Approach to 5G Core Network Signaling Traffic: Analysis and Characterization

no code implementations21 Sep 2022 Dimitrios Michael Manias, Ali Chouman, Abdallah Shami

Data-driven approaches and paradigms have become promising solutions to efficient network performances through optimization.

A Model Drift Detection and Adaptation Framework for 5G Core Networks

no code implementations8 Aug 2022 Dimitrios Michael Manias, Ali Chouman, Abdallah Shami

Due to the dynamic nature of next-generation networks and their supported use cases and applications, model drift is a serious concern, which can deteriorate the performance of intelligent models deployed throughout the network.

Management

Towards Supporting Intelligence in 5G/6G Core Networks: NWDAF Implementation and Initial Analysis

1 code implementation30 May 2022 Ali Chouman, Dimitrios Michael Manias, Abdallah Shami

Wireless networks, in the fifth-generation and beyond, must support diverse network applications which will support the numerous and demanding connections of today's and tomorrow's devices.

Management

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