Author

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. · 2 citations

Preprint Aug 2026

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

This work presents Claw in Plain Sight, an authority- pressure attack in which task-adjacent content frames protected attributes as operationally or procedurally required, causing a model to include them in otherwise valid generated arguments.

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