PEFT Structural Leakage

Arxiv pdf 2026-08-01T00:00:00
arXiv Paper — PDF not available. Only the Executive Summary is available here. To read or download the full paper, visit the arXiv abstract page.

Abstract

Services deploying public foundation models alongside private parameter-efficient fine-tuning (PEFT) adaptations create a differential leakage surface. If an adversary can execute the public base model locally, they can compare its outputs to the victim service's outputs to infer structural details such as the PEFT family, layer locality, and rank.

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