most citedRobust Distributed Learning Against Both Distributional Shifts and Byzantine Attacks

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cs.LG2022★ 2 cited

Robust Distributed Learning Against Both Distributional Shifts and Byzantine Attacks

Guanqiang Zhou, Ping Xu, Yue Wang +1

In distributed learning systems, robustness issues may arise from two sources. On one hand, due to distributional shifts between training data and test data, the trained model coul…

cs.LG2022

QC-ODKLA: Quantized and Communication-Censored Online Decentralized Kernel Learning via Linearized ADMM

Ping Xu, Yue Wang, Xiang Chen +1

This paper focuses on online kernel learning over a decentralized network. Each agent in the network receives continuous streaming data locally and works collaboratively to learn a…