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Cocktail Party Attack: Breaking Aggregation-Based Privacy in Federated Learning Using Independent Component Analysis

Sanjay Kariyappa, Chuan Guo, Kiwan Maeng, Wenjie Xiong 0001, G. Edward Suh, Moinuddin K. Qureshi, Hsien-Hsin S. Lee. Cocktail Party Attack: Breaking Aggregation-Based Privacy in Federated Learning Using Independent Component Analysis. In Andreas Krause 0001, Emma Brunskill, KyungHyun Cho, Barbara Engelhardt, Sivan Sabato, Jonathan Scarlett, editors, International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA. Volume 202 of Proceedings of Machine Learning Research, pages 15884-15899, PMLR, 2023. [doi]

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