SparLeak: Privacy Leakage from Sparse Attention in LLM Inference on Shared GPUs

Fahao Chen, Linkang Du, Jinhao Zhou +2

Sparse attention is widely used to accelerate long-context inference in modern large language models (LLMs), but its input-dependent execution behavior introduces previously unexpl…