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FlexServe Enables Fast, Secure LLM Inference on Mobile with ARM TrustZone
FlexServe is a system designed for fast and secure serving of large language models (LLMs) on mobile devices, leveraging ARM TrustZone for hardware-based isolation. It protects both model weights and user data during inference against OS kernel attacks.
As device-side LLMs grow, ensuring privacy and security is critical since both model and data are valuable and vulnerable. FlexServe's approach enhances security without sacrificing performance, addressing a key challenge in mobile LLM deployment.
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Score 80
Source Type arxiv
Reposts 0
Topic Quality 54
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