no code implementations • 16 Aug 2023 • Huqiang Cheng, Xiaofeng Liao, Huaqing Li, You Zhao
Distributed optimization is manifesting great potential in multiple fields, e. g., machine learning, control, and resource allocation.
no code implementations • 16 Jun 2022 • Huqiang Cheng, Xiaofeng Liao, Huaqing Li
For such problems, we first design a novel generic algorithm framework, named as DPSDA, of differentially private distributed online learning using the Laplace mechanism and the stochastic variants of dual averaging method.
no code implementations • 4 Jan 2021 • Tao Xiang, Hangcheng Liu, Shangwei Guo, Tianwei Zhang, Xiaofeng Liao
Based on this property, we identify the discriminative areas of a given clean example easily for local perturbations.