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cs.LG2026
Personalized Federated Hierarchical Gaussian Processes for Privacy-Preserving Modeling of Heterogeneous Distributed Systems
Xianjian Xie, Hao Yan
We present Personalized Federated Hierarchical Gaussian Processes (pFedHGP) for probabilistic regression and classification when data are distributed across heterogeneous clients.…
cs.LG2023
Adversarial Client Detection via Non-parametric Subspace Monitoring in the Internet of Federated Things
Xianjian Xie, Xiaochen Xian, Dan Li +1
The Internet of Federated Things (IoFT) represents a network of interconnected systems with federated learning as the backbone, facilitating collaborative knowledge acquisition whi…