Author

Chin-Shiuh Shieh

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Open access 2026

TF-SAGE: Trust Filtered Graph Learning for Stable Internet of Things Intrusion Detection under Adversarial Attacks

: Internet of Things (IoT) intrusion detection systems face increasing pressure from adversarial attacks that can manipulate not only feature vectors but also the relational structure on which graph based models rely. This paper proposes Trust Filtered GraphSAGE (TF-SAGE), a graph based intrusion detection system (IDS)...

Chin-Shiuh Shieh, Thanh-Lam Nguyen, Thanh-Tuan Nguyen et al. · Computers, Materials & C... · 0 citations

#federated learning Open access Sep 2026

FedPerKD privacy aware personalized federated learning with knowledge distillation for edge oriented tomato leaf disease detection

FedPer-KD, a privacy-aware federated framework that combines personalization with client-side knowledge distillation, is presented, which is effective under mild client heterogeneity, and is edge-oriented for downstream deployment.

Sonam Gupta, Chin-Shiuh Shieh, Vishal Jain et al. · Discover Applied Sciences · 0 citations