Order of Magnitude Speedups for LLM Membership Inference

Rongting Zhang, Martin Bertran, Aaron Roth

Large Language Models (LLMs) have the promise to revolutionize computing broadly, but their complexity and extensive training data also expose significant privacy vulnerabilities.…