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cs.CR2026
FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation
Yinpeng Wu, Yitong Chen, Lixiang Wang +3
Device-side Large Language Models (LLMs) have grown explosively, offering stronger privacy and higher availability than their cloud-side counterparts. During LLM inference, both th…
cs.CR2026
FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation
Yinpeng Wu, Yitong Chen, Lixiang Wang +3
Device-side Large Language Models (LLMs) have witnessed explosive growth, offering higher privacy and availability compared to cloud-side LLMs. During LLM inference, both model wei…
cs.CR2025
TZ-LLM: Protecting On-Device Large Language Models with Arm TrustZone
Xunjie Wang, Jiacheng Shi, Zihan Zhao +3
Large Language Models (LLMs) deployed on mobile devices offer benefits like user privacy and reduced network latency, but introduce a significant security risk: the leakage of prop…