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Abstract: Federated Learning (FL ... and generalizability compared to state-of-the-art approaches. Additionally, we implement privacy-preserving FLAD (PFLAD) using CKKS and Random Permutation ...

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Abstract: Collaborative learning has gained significant traction for training deep ... surpassing the performance of state-of-the-art gradient inversion attacks.

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Thomas, S. and Myakala, P. (2025) Beyond the Cloud: Federated Learning and Edge AI for the Next Decade. Journal of Computer and Communications, 13, 37-50. doi: 10.4236/jcc.2025.132004 .

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