A Graph-Based Analysis of Comparability, Scale, and Attribution in Private Transformer Inference

Souvik Das, Ariful Azad, Nitesh Saxena

Rising privacy concerns around large language models have accelerated research in private Transformer inference (PTI). Synthesizing the empirical claims in this line of research, h…