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Author

Tianyue Chu

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Book Open access Aug 2026

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

Lasso is proposed, a lightweight and hardware-conscious approach that achieves high detection accuracy under tight memory budgets while sustaining high processing throughput on industry-grade hardware, including Tofino-1 programmable switches and FPGA platforms.

Wei-He Li, Jia-Wei Huang, Zhao-Yi Li et al. · 0 citations
#machine learning Preprint Sep 2026

Distributed Learning as a Service: The Developer's Perspective

This paper demonstrates DLaaS (Distributed Learning as a Service) from the developer's vantage point and demonstrates the complete service lifecycle on an industrial smart-home Wake-up Word (WuW) task, using the "Ok Aura"dataset.

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. · 0 citations

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