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07/24/2023
Towards Bridging the FL Performance-Explainability Trade-Off: A Trustworthy 6G RAN Slicing Use-Case
In the context of sixth-generation (6G) networks, where diverse network ...
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07/18/2023
Explanation-Guided Fair Federated Learning for Transparent 6G RAN Slicing
Future zero-touch artificial intelligence (AI)-driven 6G network automat...
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07/04/2023
SliceOps: Explainable MLOps for Streamlined Automation-Native 6G Networks
Sixth-generation (6G) network slicing is the backbone of future communic...
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07/01/2023
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 architectur...
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11/06/2022
On the Specialization of FDRL Agents for Scalable and Distributed 6G RAN Slicing Orchestration
Network slicing enables multiple virtual networks to be instantiated and...
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10/18/2022
TEFL: Turbo Explainable Federated Learning for 6G Trustworthy Zero-Touch Network Slicing
Sixth-generation (6G) networks anticipate intelligently supporting a mas...
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01/22/2022
A Collaborative Statistical Actor-Critic Learning Approach for 6G Network Slicing Control
Artificial intelligence (AI)-driven zero-touch massive network slicing i...
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01/22/2022
Actor-Critic-Based Learning for Zero-touch Joint Resource and Energy Control in Network Slicing
To harness the full potential of beyond 5G (B5G) communication systems, ...
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01/17/2021
Zero-touch Continuous Network Slicing Control via Scalable Actor-Critic Learning
Artificial intelligence (AI)-driven zero-touch network slicing is envisa...
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01/17/2021
Continuous Multi-objective Zero-touch Network Slicing via Twin Delayed DDPG and OpenAI Gym
Artificial intelligence (AI)-driven zero-touch network slicing (NS) is a...
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02/04/2019
Self-Tuning Spectral Clustering for Adaptive Tracking Areas Design in 5G Ultra-Dense Networks
In this paper, we address the issue of automatic tracking areas (TAs) pl...
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09/05/2018
Classification Algorithms for Semi-Blind Uplink/Downlink Decoupling in sub-6 GHz/mmWave 5G Networks
Reliability and latency challenges in future mixed sub-6 GHz/millimeter ...
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03/20/2018