A Large-Scale Benchmark and Risk Assessment of Traffic Analysis Attacks on Cloud LLM Services.

arXiv:2609.31877v2 Announce Type: replace-cross Abstract: Cloud-based Large language model (LLM) services create a network-level traffic side channel that can expose model, prompt, and task behavior despite encryption. From packet sizes, directions, timing, an