A survey on explainable ai for 6g o-ran: Architecture, use cases, challenges and research directions
The recent O-RAN specifications promote the evolution of RAN architecture by function
disaggregation, adoption of open interfaces, and instantiation of a hierarchical closed-loop …
disaggregation, adoption of open interfaces, and instantiation of a hierarchical closed-loop …
Explainable AI in 6G O-RAN: A Tutorial and Survey on Architecture, Use Cases, Challenges, and Future Research
The recent o-ran specifications promote the evolution of ranran architecture by function
disaggregation, adoption of open interfaces, and instantiation of a hierarchical closed-loop …
disaggregation, adoption of open interfaces, and instantiation of a hierarchical closed-loop …
Split federated learning for 6G enabled-networks: Requirements, challenges and future directions
Sixth-generation (6G) networks anticipate intelligently supporting a wide range of smart
services and innovative applications. Such a context urges a heavy usage of Machine …
services and innovative applications. Such a context urges a heavy usage of Machine …
PandORA: Automated Design and Comprehensive Evaluation of Deep Reinforcement Learning Agents for Open RAN
The highly heterogeneous ecosystem of Next Generation (NextG) wireless communication
systems calls for novel networking paradigms where functionalities and operations can be …
systems calls for novel networking paradigms where functionalities and operations can be …
Intelligible protocol learning for resource allocation in 6G O-RAN slicing
F Rezazadeh, H Chergui, S Siddiqui… - IEEE Wireless …, 2024 - ieeexplore.ieee.org
An adaptive standardized protocol is essential for addressing inter-slice resource contention
and conflict in network slicing. Traditional protocol standardization is a cumbersome task …
and conflict in network slicing. Traditional protocol standardization is a cumbersome task …
AI/ML Enabled Automation System for Software Defined Disaggregated Open Radio Access Networks: Transforming Telecommunication Business
S Kumar - Big Data Mining and Analytics, 2024 - ieeexplore.ieee.org
Open Air Interface (OAI) alliance recently introduced a new disaggregated Open Radio
Access Networks (O-RAN) framework for next generation telecommunications and networks …
Access Networks (O-RAN) framework for next generation telecommunications and networks …
Toward Explainable Reasoning in 6G: A Proof of Concept Study on Radio Resource Allocation
The move toward artificial intelligence (AI)-native sixth-generation (6G) networks has put
more emphasis on the importance of explainability and trustworthiness in network …
more emphasis on the importance of explainability and trustworthiness in network …
Explanation-Guided Deep Reinforcement Learning for Trustworthy 6G RAN Slicing
F Rezazadeh, H Chergui… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
The complexity of emerging sixth-generation (6G) wireless networks has sparked an
upsurge in adopting artificial intelligence (AI) to underpin the challenges in network …
upsurge in adopting artificial intelligence (AI) to underpin the challenges in network …
AI-driven framework for scalable management of network slices
This article describes a scalable solution for orchestrating and managing a massive number
of network slices that leverages Artificial Intelligence (AI) techniques to design robust and …
of network slices that leverages Artificial Intelligence (AI) techniques to design robust and …
Network Selection over 5G-Advanced Heterogeneous Networks Based on Federated Learning and Cooperative Game Theory
5G-Advanced and Beyond claims a 3D ecosystem with cooperation between terrestrial and
non-terrestrial networks to achieve seamless coverage, improve capacity, and enable …
non-terrestrial networks to achieve seamless coverage, improve capacity, and enable …