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#edge computing Open access Nov 2026

Security of Split-Deployed DNNs in IoT Edge Computing: A Structure-Aware Universal Adversarial Attack

A structure-aware universal adversarial perturbation (SA-UAP) that leverages the spectral properties of the exposed linear operators in the edge-side subnetwork and is optimized to align with dominant singular directions of the accessible layers, thereby maximizing perturbation amplification through the front-end featu...

Yu-Chu Lin, Jin-Yu Tian, Wen-Bo Zhao et al. · 0 citations
Open access Aug 2026

Adaptive Multi-Scale Fourier Neural Operator Learning with Manifold-Preserving Local Density Oversampling for Coarse-Grained Wi-Fi CSI-Based Human Activity Recognition

Wi-Fi Channel State Information (CSI) provides a privacy-preserving modality for human activity recognition (HAR), particularly in environments where activity classes vary in complexity and temporal scale. This work presents an integrated framework that combines multi-scale Fourier operator learning with manifold-aware...

Qiang Zhao, Yuchu Lin, Jia-Hui Yu et al. · 0 citations

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