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cs.LG2025
Federated Independent Component Analysis via Spectral Alignment and Robust Aggregation
Dian Jin, Xin Bing, Yuqian Zhang
This paper studies robust estimation for Independent Component Analysis (ICA) in the federated learning setting, where data are locally distributed across clients and may exhibit s…
stat.ML2025
Community Detection for Contextual-LSBM: Theoretical Limitations of Misclassification Rate and Efficient Algorithms
Dian Jin, Yuqian Zhang, Qiaosheng Zhang
The integration of network information and node attribute information has recently gained significant attention in the community detection literature. In this work, we consider com…