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ENTITY Li Xia

Li Xia

PulseAugur coverage of Li Xia — every cluster mentioning Li Xia across labs, papers, and developer communities, ranked by signal.

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  1. TOOL · CL_129289 ·

    New NL-SME method enhances gradient inversion attacks in federated learning

    Researchers have developed NL-SME, a novel method designed to counter multi-step gradient inversion attacks in federated learning. This approach constructs a learnable nonlinear surrogate trajectory to approximate hidde…

  2. TOOL · CL_93818 ·

    SPARK method accelerates decentralized federated learning with stable NTK updates

    Researchers have developed SPARK, a novel method to improve the convergence speed and stability of decentralized federated learning (DFL) under heterogeneous data conditions. SPARK utilizes a stage-wise annealed soft-la…