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

Souvik Das et al.
arXiv CS · Papers
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cryptographycybersecurityprivacysecurity
Rising privacy concerns around large language models have accelerated research in private Transformer inference (PTI). Synthesizing the empirical claims in this line of research, however, is hindered by multi-dimensional cryptographic progress and inconsistent evaluation contracts. In this work, we
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