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Author

Jia-Nan Liu

2 papers indexed here

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Open access Aug 2026

SecMTSC: Achieving Privacy-Preserving and Efficient Multivariate Time Series Classification for Healthcare

The proposed Secure Multivariate Time Series Classification (SecMTSC), a privacy-preserving and efficient multivariate time series classification scheme, is presented, which can be used for healthcare and other applications.

Jieyi Wen, Minhua Su, Mei Cai et al. · 0 citations
2026

Decision Boundary Drift: A Security, Privacy, and Trust Risk of Continual Learning for Agentic AI in Edge Networks

Continual learning (CL) is a key paradigm that enables intelligent agents to operate autonomously in edge networks over the long term. However, continuous model updates can lead to catastrophic forgetting and representation instability in edge deployment scenarios, which may further induce Decision Boundary Drift (DBD)...

Kai-Xiang Yang, Yue-Bin Xu, Zhi-Hao Li et al. · 0 citations

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