A Large-Scale Benchmark and Risk Assessment of Traffic Analysis Attacks on Cloud LLM Services
This work presents, to its knowledge, the first unified measurement study and public benchmark of encrypted LLM traffic across both user--LLM and multi-agent executions, and assess the risk of traffic analysis attack by characterizing traffic signatures, identifying the features most associated with leakage, and testin...
Shahrooz Pouryousef, J. Lopez, Saeefa Rubaiyat Nowmi et al.
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