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Qian Wang

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Preprint Sep 2026

AutoUVM: Automated Prefetching Framework for LLMs under UVM Oversubscription

AutoUVM is proposed, an automated, framework-aware UVM prefetching system for efficient LLM execution under memory oversubscription and bridges the semantic gap between deep learning frameworks and UVM by exposing tensor-level access information and enabling policy-driven prefetching at fine granularity.

Mao Lin, Hui Feng, Xian-Zhong Ding et al. · 0 citations
Preprint Aug 2026

The Claws in Plain Sight: Unauthorized Context Disclosure through LLM Agent Tool Calls

LLM agents routinely construct tool-call arguments from user profiles, conversation history, retrieved documents, and prior tool results. However, legitimate access to contextual information does not imply authorization to transmit that information for every purpose or destination. We present Claw in Plain Sight, an au...

Ben Dong, Zhonghao Guo, Tianyi Lu et al. · 0 citations

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