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Achieving Security and Privacy in Federated Learning Systems: Survey, Research Challenges and Future Directions

Dec 12, 2020
Alberto Blanco-Justicia, Josep Domingo-Ferrer, Sergio Martínez, David Sánchez, Adrian Flanagan, Kuan Eeik Tan

* 40 pages, 19 figures 

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A little goes a long way: Improving toxic language classification despite data scarcity

Sep 25, 2020
Mika Juuti, Tommi Gröndahl, Adrian Flanagan, N. Asokan

* Accepted for publication in Findings of ACL: EMNLP 2020 

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Federated Multi-view Matrix Factorization for Personalized Recommendations

Apr 08, 2020
Adrian Flanagan, Were Oyomno, Alexander Grigorievskiy, Kuan Eeik Tan, Suleiman A. Khan, Muhammad Ammad-Ud-Din

* 16 pages, 3 figures, 5 tables, submitted to a conference 

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Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System

Jan 29, 2019
Muhammad Ammad-ud-din, Elena Ivannikova, Suleiman A. Khan, Were Oyomno, Qiang Fu, Kuan Eeik Tan, Adrian Flanagan

* 12 pages, 2 figures, 2 tables, submitted to a conference 

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