Search Results for author: Linglingzhi Zhu

Found 3 papers, 0 papers with code

Differentially Private Online Federated Learning with Correlated Noise

no code implementations25 Mar 2024 Jiaojiao Zhang, Linglingzhi Zhu, Mikael Johansson

We propose a novel differentially private algorithm for online federated learning that employs temporally correlated noise to improve the utility while ensuring the privacy of the continuously released models.

Federated Learning

Nonsmooth Nonconvex-Nonconcave Minimax Optimization: Primal-Dual Balancing and Iteration Complexity Analysis

no code implementations22 Sep 2022 Jiajin Li, Linglingzhi Zhu, Anthony Man-Cho So

Specifically, we consider the setting where the primal function has a nonsmooth composite structure and the dual function possesses the Kurdyka-Lojasiewicz (KL) property with exponent $\theta \in [0, 1)$.

Orthogonal Group Synchronization with Incomplete Measurements: Error Bounds and Linear Convergence of the Generalized Power Method

no code implementations13 Dec 2021 Linglingzhi Zhu, Jinxin Wang, Anthony Man-Cho So

In this paper, we focus on the orthogonal group synchronization problem with general additive noise models under incomplete measurements, which is much more general than the commonly considered setting of complete measurements.

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