Distributed Collaborative Learning in Wireless Mobile Communication

Author:

Sanon Sogo Pierre1ORCID,Tetteh Josephine Naa Ayeley2ORCID,Schotten Hans D.3ORCID

Affiliation:

1. German Research Center for Artificial Intelligence, Kaiserslautern, Germany

2. Frankfurt Institute for Advanced Studies, Frankfurt, Germany

3. RPTU Kaiserslautern, Kaiserslautern, Germany

Funder

AI-NET PROTECT

ALPAKA

Publisher

ACM

Reference21 articles.

1. Ali Abedi and Shehroz S Khan . 2020 . Fedsl: Federated split learning on distributed sequential data in recurrent neural networks. arXiv preprint arXiv:2011.03180 (2020). Ali Abedi and Shehroz S Khan. 2020. Fedsl: Federated split learning on distributed sequential data in recurrent neural networks. arXiv preprint arXiv:2011.03180 (2020).

2. Shaden Baradie , Rekha Reddy , Christoph Lipps , and Hans Dieter Schotten . 2022. Managing the Fifth Generation (5G) Wireless Mobile Communication: A Machine Learning Approach for Network Traffic Prediction . In Mobile Communication - Technologies and Applications ; 26th ITG-Symposium . Shaden Baradie, Rekha Reddy, Christoph Lipps, and Hans Dieter Schotten. 2022. Managing the Fifth Generation (5G) Wireless Mobile Communication: A Machine Learning Approach for Network Traffic Prediction. In Mobile Communication - Technologies and Applications; 26th ITG-Symposium.

3. Peva Blanchard , El Mahdi El Mhamdi , Rachid Guerraoui, and Julien Stainer. 2017 . Machine learning with adversaries: Byzantine tolerant gradient descent. Advances in neural information processing systems 30 (2017). Peva Blanchard, El Mahdi El Mhamdi, Rachid Guerraoui, and Julien Stainer. 2017. Machine learning with adversaries: Byzantine tolerant gradient descent. Advances in neural information processing systems 30 (2017).

4. Cynthia Dwork . 2006. Differential privacy . In International colloquium on automata, languages, and programming . Springer , 1--12. Cynthia Dwork. 2006. Differential privacy. In International colloquium on automata, languages, and programming. Springer, 1--12.

5. free5gc. Accessed: 2023-08-02. https://www.free5gc.org/. free5gc. Accessed: 2023-08-02. https://www.free5gc.org/.

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1. DDoS Attacks in Communication: Analysis and Mitigation of Unreliable Clients in Federated Learning;2024 IEEE 21st Consumer Communications & Networking Conference (CCNC);2024-01-06

2. Preserving Privacy in the Age of Wireless Evolution: Differential Privacy in 5G, Beyond 5G, and 6G;2023 International Conference on Future Communications and Networks (FCN);2023-12-17

3. Private and Secure Machine Learning in Wireless Mobile Communication;2023 IEEE Future Networks World Forum (FNWF);2023-11-13

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