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School of Artificial Intelligence, Xidian University, Xi'an, China, P(1-\delta_{r})\left(\eta-\frac{\eta^{2}(1+\delta_{r}+\frac{1}{P})}{2}\right). Consequently, the reconstruction X^k=∑i=
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Achieve up to N-fold communication reduction in federated learning by strategically partitioning and selectively uploading model parameter blocks.