Author

Tianyue Chu

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#machine learning Preprint Sep 2026

Distributed Learning as a Service: The Developer's Perspective

Application developers of distributed learning services face challenges that a typical federated learning loop does not address. Specifically, the model updates can still leak private data, devices might not be able to participate in the training due to limited resources, a single aggregator might not be able to scale,...

Tian-Yue Chu, Filippo Vannella, Dimitra Tsigkari et al. · 0 citations

Book Open access Aug 2026

Lasso: Accurate and Efficient Detection of Long-Lived Sparse Items in High-Speed Data Streams

In high-speed data streams, identifying long-lived (also referred to as persistent) sparse items is critical, as such patterns may indicate stealthy or low-rate threats yet remain largely underexplored. Although recent studies have begun to examine this problem, existing approaches either suffer from low lookup accurac...

Weihe Li, Jiawei Huang, Zhaoyi Li et al. · Proceedings of the 32nd ACM... · 0 citations