2 papers
stat.ME2025
Statistical Theory of Multi-stage Newton Iteration Algorithm for Online Continual Learning
Xinjia Lu, Chuhan Wang, Qian Zhao +2
We focus on the critical challenge of handling non-stationary data streams in online continual learning environments, where constrained storage capacity prevents complete retention…
stat.ML2024
Distributed quasi-Newton robust estimation under differential privacy
Chuhan Wang, Lixing Zhu, Xuehu Zhu
For distributed computing with Byzantine machines under Privacy Protection (PP) constraints, this paper develops a robust PP distributed quasi-Newton estimation, which only require…