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Xin Zheng

3 papers indexed

arxivcs.CRcs.AIcs.LG2026-07-01

SoK: Attack and Defense Landscape of Mobile On-device AI Systems

Yujin Huang, Xin Zheng, Xingliang Yuan, Kwok-Yan Lam

Mobile on-device AI (MoAI) systems that integrate locally deployed AI models with conventional mobile software components are emerging as a key paradigm for delivering intelligent functionality directly on end-user devices. By moving inference from remote cloud services to the lo…

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crossrefSystems2025-10-06Cited by 2

Quantifying Tail Risk Spillovers in Chinese Petroleum Supply Chain Enterprises: A Neural-Network-Inspired Multi-Layer Machine Learning Framework

Xin Zheng, Lei Wang, Tingqiang Chen, Tao Xu

This study constructs a neural-network-inspired multi-layer machine learning model (RQLNet) to measure and analyze the effects of tail risk spillover and its associated sensitivities to macroeconomic factors among petroleum supply chain enterprises. On this basis, the study const…

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