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Image Credit: Arxiv

Time Will Tell: Timing Side Channels via Output Token Count in Large Language Models

  • This paper introduces a new side-channel in large language models (LLMs) that allows an adversary to extract sensitive information about inference inputs.
  • The side-channel is based on the number of output tokens in the LLM response.
  • The paper demonstrates attacks utilizing this side-channel in machine translation tasks and text classification tasks.
  • Proposed mitigations against the output token count side-channel are also discussed.

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