Toward Bridging the FL Performance-Explainability Tradeoff: A Trustworthy 6G RAN Slicing Use-Case

Author:

Roy Swastika1ORCID,Chergui Hatim2ORCID,Verikoukis Christos3ORCID

Affiliation:

1. Iquadrat Informatica and Universitat Politècnica de Catalunya (UPC), Barcelona, Spain

2. i2CAT Foundation, Barcelona, Spain

3. University of Patras and ISI/ATHENA, Patras, Greece

Funder

6G-BRICKS

ADROIT6G

MINECO, Spain

EU NextGenerationEU/PRTR

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Reference25 articles.

1. Zero-touch network and service management (ZSM); reference architecture,2019

2. Statistical Federated Learning for Beyond 5G SLA-Constrained RAN Slicing

3. Principles and Practice of Explainable Machine Learning

4. Applications of Explainable AI for 6G: Technical aspects, use cases, and research challenges;Wang,2021

5. AI-Driven Zero Touch Network and Service Management in 5G and Beyond: Challenges and Research Directions

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Trustworthy Federated Learning: A Comprehensive Review, Architecture, Key Challenges, and Future Research Prospects;IEEE Open Journal of the Communications Society;2024

2. 6GENABLERS: A Holistic Approach to Establish Pervasive Trust in 6G Networks;2023 IEEE 28th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD);2023-11-06

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